CSE515_MWDB_Project/Phase 1/1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Global imports\n",
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "import torch\n",
    "import torchvision.transforms as transforms\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading Caltech101 dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchvision.datasets as datasets\n",
    "\n",
    "dataset_path = \"C:\\Kaushik\\ASU\\CSE 515 - Multimedia and Web Databases\\Project\\Datasets\"\n",
    "\n",
    "dataset = datasets.Caltech101(\n",
    "    root=dataset_path,\n",
    "    download=False,  # True if you wish to download for first time\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Select image by ID"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_image_id = int(input(\"Enter image ID: \"))\n",
    "sample_image, sample_label = dataset[selected_image_id]\n",
    "plt.imshow(sample_image)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Class transform to partition image into rows x cols grid\n",
    "\n",
    "\n",
    "class GridPartition:\n",
    "    def __init__(self, rows, cols):\n",
    "        self.rows = rows\n",
    "        self.cols = cols\n",
    "\n",
    "    def __call__(self, img):\n",
    "        img_width, img_height = img.size\n",
    "        cell_width = img_width // self.cols\n",
    "        cell_height = img_height // self.rows\n",
    "\n",
    "        grids = []\n",
    "        for i in range(self.rows):\n",
    "            for j in range(self.cols):\n",
    "                left = j * cell_width\n",
    "                top = i * cell_height\n",
    "                right = left + cell_width\n",
    "                bottom = top + cell_height\n",
    "                grid = img.crop((left, top, right, bottom))\n",
    "                grids.append(grid)\n",
    "\n",
    "        return grids\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature model 1: Color moments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import skew\n",
    "\n",
    "\n",
    "def compute_color_moments(image):\n",
    "    image = np.array(image)  # Convert PIL Image to NumPy array\n",
    "    moments = []\n",
    "\n",
    "    for channel in range(3):  # Iterate over RGB channels\n",
    "        channel_data = image[:, :, channel]\n",
    "        mean = np.mean(channel_data)\n",
    "        std_dev = np.std(channel_data)\n",
    "        skewness = skew(channel_data, axis=None)\n",
    "        moments.append([mean, std_dev, skewness])\n",
    "\n",
    "    return moments\n",
    "\n",
    "\n",
    "# Iterate over grid cells and return as 1-d array for easier resizing by torch\n",
    "def compute_color_moments_for_grid(grid):\n",
    "    color_moments = [compute_color_moments(grid_cell) for grid_cell in grid]\n",
    "    return np.array(color_moments).flatten()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def combine_color_moments(grid_color_moments):\n",
    "    return torch.Tensor(grid_color_moments).view(\n",
    "        10, 10, 3, 3\n",
    "    )  # resize as needed: 10x10 grid, 3 channels per cell, 3 moments per channel\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Composed color moment transform (CM10x10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[[ 1.00823334e+02  4.03585434e+01  1.39339343e-01]\n",
      "   [ 9.93499985e+01  4.40474091e+01  1.59006089e-01]\n",
      "   [ 9.40433350e+01  4.59179153e+01  9.95593667e-02]]\n",
      "\n",
      "  [[ 1.30446671e+02  2.40076485e+01 -4.64996189e-01]\n",
      "   [ 1.34526672e+02  2.45846004e+01 -4.56135452e-01]\n",
      "   [ 1.28343338e+02  2.31468964e+01 -5.01845002e-01]]\n",
      "\n",
      "  [[ 1.23833336e+02  3.58506927e+01 -1.03938901e+00]\n",
      "   [ 1.28339996e+02  3.64046402e+01 -9.52629089e-01]\n",
      "   [ 1.21106667e+02  3.44223099e+01 -9.30434644e-01]]\n",
      "\n",
      "  [[ 9.60800018e+01  6.08619232e+01  6.41529337e-02]\n",
      "   [ 1.00713333e+02  6.27334938e+01  6.39732033e-02]\n",
      "   [ 1.00713333e+02  6.00332489e+01 -7.28099374e-03]]\n",
      "\n",
      "  [[ 1.59759995e+02  3.47762718e+01 -1.13673592e+00]\n",
      "   [ 1.64979996e+02  3.61011505e+01 -1.19473243e+00]\n",
      "   [ 1.58046661e+02  3.68636818e+01 -1.20698023e+00]]\n",
      "\n",
      "  [[ 1.63463333e+02  2.52233086e+01 -7.54342377e-01]\n",
      "   [ 1.66543335e+02  2.43529892e+01 -9.96262252e-01]\n",
      "   [ 1.61516663e+02  2.58279514e+01 -8.42239976e-01]]\n",
      "\n",
      "  [[ 1.79143326e+02  2.27797298e+01 -3.03163624e+00]\n",
      "   [ 1.77826660e+02  2.43376923e+01 -2.99019504e+00]\n",
      "   [ 1.73899994e+02  3.04921303e+01 -2.88248134e+00]]\n",
      "\n",
      "  [[ 1.53076660e+02  3.10544281e+01 -1.19528401e+00]\n",
      "   [ 1.53236664e+02  3.07504044e+01 -1.20288312e+00]\n",
      "   [ 1.47656662e+02  3.35162468e+01 -1.17165864e+00]]\n",
      "\n",
      "  [[ 1.67933334e+02  4.22637224e+00 -4.55594540e-01]\n",
      "   [ 1.65919998e+02  3.84190917e+00 -1.98862642e-01]\n",
      "   [ 1.62513336e+02  4.17809629e+00 -2.31781080e-01]]\n",
      "\n",
      "  [[ 1.54190002e+02  5.64746857e+00 -1.32121170e+00]\n",
      "   [ 1.52839996e+02  5.62444687e+00 -1.18808603e+00]\n",
      "   [ 1.48443329e+02  5.68800974e+00 -1.14795196e+00]]]\n",
      "\n",
      "\n",
      " [[[ 1.06793335e+02  3.59297104e+01  6.12800531e-02]\n",
      "   [ 1.05983330e+02  3.92161064e+01  8.08146670e-02]\n",
      "   [ 1.03293335e+02  3.96487999e+01 -5.09040132e-02]]\n",
      "\n",
      "  [[ 1.32720001e+02  2.38896408e+01 -2.17877328e-01]\n",
      "   [ 1.36759995e+02  2.47935963e+01 -2.02243283e-01]\n",
      "   [ 1.29123337e+02  2.42311401e+01 -2.33364791e-01]]\n",
      "\n",
      "  [[ 1.27209999e+02  3.64296494e+01 -6.74180627e-01]\n",
      "   [ 1.32303329e+02  3.71054993e+01 -5.91238141e-01]\n",
      "   [ 1.24083336e+02  3.47076797e+01 -6.97994754e-02]]\n",
      "\n",
      "  [[ 1.06720001e+02  6.49474792e+01 -2.19817236e-01]\n",
      "   [ 1.10610001e+02  6.81031876e+01 -2.38980412e-01]\n",
      "   [ 1.10199997e+02  6.62100220e+01 -2.89876938e-01]]\n",
      "\n",
      "  [[ 1.61996674e+02  3.25760117e+01 -5.74279606e-01]\n",
      "   [ 1.67753326e+02  3.42519951e+01 -6.07765615e-01]\n",
      "   [ 1.60073334e+02  3.50579720e+01 -6.46932423e-01]]\n",
      "\n",
      "  [[ 1.25086670e+02  4.55389099e+01 -1.87436968e-01]\n",
      "   [ 1.23983330e+02  5.08837547e+01 -2.81109869e-01]\n",
      "   [ 1.11536667e+02  5.68262444e+01 -2.49624670e-01]]\n",
      "\n",
      "  [[ 7.30800018e+01  2.46530647e+01  3.06166434e+00]\n",
      "   [ 6.45533371e+01  2.55468292e+01  3.14298868e+00]\n",
      "   [ 4.44099998e+01  2.74204655e+01  3.88799715e+00]]\n",
      "\n",
      "  [[ 6.57666702e+01  2.95467796e+01  1.74490297e+00]\n",
      "   [ 5.78800011e+01  2.94352207e+01  1.83865535e+00]\n",
      "   [ 4.17099991e+01  2.68209972e+01  2.28584385e+00]]\n",
      "\n",
      "  [[ 1.43149994e+02  2.83609028e+01 -1.20250428e+00]\n",
      "   [ 1.36806671e+02  3.21559105e+01 -9.83794808e-01]\n",
      "   [ 1.21246666e+02  4.20467911e+01 -7.23218381e-01]]\n",
      "\n",
      "  [[ 1.55236664e+02  5.02798700e+00 -1.56025946e+00]\n",
      "   [ 1.52863327e+02  5.52129126e+00 -1.25999367e+00]\n",
      "   [ 1.47623337e+02  5.88003302e+00 -1.22485292e+00]]]\n",
      "\n",
      "\n",
      " [[[ 1.07183334e+02  4.02892418e+01  1.95164084e-01]\n",
      "   [ 1.00876663e+02  4.33412209e+01  4.35154080e-01]\n",
      "   [ 9.15800018e+01  4.25617638e+01  3.94053429e-01]]\n",
      "\n",
      "  [[ 1.54593338e+02  3.06245213e+01 -4.76463407e-01]\n",
      "   [ 1.40619995e+02  2.59150333e+01 -5.73035538e-01]\n",
      "   [ 1.25436668e+02  3.33494530e+01 -6.85089946e-01]]\n",
      "\n",
      "  [[ 1.60503326e+02  4.43603783e+01 -2.85869688e-01]\n",
      "   [ 1.46653336e+02  3.56925735e+01 -2.74502724e-01]\n",
      "   [ 1.28253326e+02  3.87271957e+01  4.13338453e-01]]\n",
      "\n",
      "  [[ 1.09980003e+02  8.60561066e+01  2.62953758e-01]\n",
      "   [ 9.81699982e+01  7.36995773e+01  1.83962375e-01]\n",
      "   [ 8.55166702e+01  6.34290924e+01  3.69076937e-01]]\n",
      "\n",
      "  [[ 2.01779999e+02  3.72756157e+01 -9.63715613e-01]\n",
      "   [ 1.78916672e+02  3.18477058e+01 -7.23610342e-01]\n",
      "   [ 1.50970001e+02  3.90921440e+01 -3.76808554e-01]]\n",
      "\n",
      "  [[ 9.46066666e+01  4.99002190e+01  1.58840168e+00]\n",
      "   [ 8.20366669e+01  4.60706215e+01  1.46789169e+00]\n",
      "   [ 6.08433342e+01  4.50087280e+01  1.59292650e+00]]\n",
      "\n",
      "  [[ 8.03933334e+01  3.37581406e+01  1.61730599e+00]\n",
      "   [ 5.94633331e+01  2.17131748e+01  1.79471576e+00]\n",
      "   [ 4.98400002e+01  2.23809681e+01  1.90769076e+00]]\n",
      "\n",
      "  [[ 8.83600006e+01  4.78353806e+01  9.33751583e-01]\n",
      "   [ 6.13199997e+01  3.09078884e+01  1.19489753e+00]\n",
      "   [ 5.34500008e+01  2.99672184e+01  1.21841776e+00]]\n",
      "\n",
      "  [[ 8.80766678e+01  3.47124023e+01  1.72572821e-01]\n",
      "   [ 7.78766632e+01  3.46048393e+01  4.69801366e-01]\n",
      "   [ 5.33233337e+01  3.08939934e+01  1.51481724e+00]]\n",
      "\n",
      "  [[ 1.52570007e+02  6.76991653e+00 -2.20502019e+00]\n",
      "   [ 1.49366669e+02  7.66804314e+00 -2.59976292e+00]\n",
      "   [ 1.43399994e+02  9.64468765e+00 -3.02902699e+00]]]\n",
      "\n",
      "\n",
      " [[[ 1.60886673e+02  1.27981958e+01 -3.75801730e+00]\n",
      "   [ 1.61406662e+02  1.34179468e+01 -3.15350628e+00]\n",
      "   [ 1.39776672e+02  1.34719505e+01 -2.96857309e+00]]\n",
      "\n",
      "  [[ 1.52720001e+02  3.28882179e+01 -9.86241758e-01]\n",
      "   [ 1.54993332e+02  3.31095161e+01 -9.37926710e-01]\n",
      "   [ 1.40846664e+02  3.36796150e+01 -8.94442797e-01]]\n",
      "\n",
      "  [[ 1.85059998e+02  1.14261284e+01 -1.31871849e-01]\n",
      "   [ 1.86043335e+02  1.30854168e+01  5.88506997e-01]\n",
      "   [ 1.71843338e+02  1.26798573e+01 -2.49923363e-01]]\n",
      "\n",
      "  [[ 1.86773331e+02  3.03656921e+01 -1.16968858e+00]\n",
      "   [ 1.87279999e+02  3.16788292e+01 -1.02286875e+00]\n",
      "   [ 1.77823334e+02  3.03050957e+01 -1.33595443e+00]]\n",
      "\n",
      "  [[ 2.08343338e+02  1.53481417e+01  4.63198483e-01]\n",
      "   [ 2.07509995e+02  1.76012287e+01  7.01077640e-01]\n",
      "   [ 1.96699997e+02  1.55444527e+01  1.72372997e-01]]\n",
      "\n",
      "  [[ 1.38460007e+02  5.90331116e+01  3.77720326e-01]\n",
      "   [ 1.08853333e+02  4.72644882e+01  5.58293223e-01]\n",
      "   [ 9.59466629e+01  4.57245789e+01  5.03156185e-01]]\n",
      "\n",
      "  [[ 2.31933334e+02  2.38978844e+01 -2.11070228e+00]\n",
      "   [ 1.79536667e+02  2.74610386e+01 -1.37333012e+00]\n",
      "   [ 1.70910004e+02  2.85108509e+01 -1.11721826e+00]]\n",
      "\n",
      "  [[ 2.16363327e+02  2.42670822e+01 -9.10690129e-01]\n",
      "   [ 1.59826660e+02  2.60452805e+01 -5.91161065e-02]\n",
      "   [ 1.47979996e+02  2.82760143e+01  2.37362266e-01]]\n",
      "\n",
      "  [[ 8.96066666e+01  2.87108326e+01  5.70576608e-01]\n",
      "   [ 7.65699997e+01  2.61843166e+01  3.97359282e-02]\n",
      "   [ 5.45699997e+01  1.83226204e+01  1.14062929e+00]]\n",
      "\n",
      "  [[ 1.46750000e+02  1.82099094e+01 -8.52612555e-01]\n",
      "   [ 1.45699997e+02  2.00069160e+01 -8.11366081e-01]\n",
      "   [ 1.30500000e+02  2.36862125e+01 -1.43896449e+00]]]\n",
      "\n",
      "\n",
      " [[[ 1.63229996e+02  5.27545595e+00 -2.08860421e+00]\n",
      "   [ 1.63586670e+02  5.67237377e+00 -1.87375236e+00]\n",
      "   [ 1.42500000e+02  6.10764551e+00 -1.51556695e+00]]\n",
      "\n",
      "  [[ 1.56766663e+02  2.61886539e+01 -1.31324208e+00]\n",
      "   [ 1.58796661e+02  2.40101776e+01 -1.33618534e+00]\n",
      "   [ 1.41286667e+02  2.51052017e+01 -1.37159538e+00]]\n",
      "\n",
      "  [[ 1.83770004e+02  4.12598658e+00 -8.35912228e-02]\n",
      "   [ 1.83303329e+02  3.18716002e+00 -2.31148563e-02]\n",
      "   [ 1.69220001e+02  4.10425806e+00 -1.91916123e-01]]\n",
      "\n",
      "  [[ 1.78316666e+02  2.71486588e+01 -1.29027915e+00]\n",
      "   [ 1.78163330e+02  2.48169975e+01 -1.30305266e+00]\n",
      "   [ 1.68146667e+02  2.65810432e+01 -1.31691027e+00]]\n",
      "\n",
      "  [[ 2.02303329e+02  1.28762913e+00 -2.77930379e-01]\n",
      "   [ 1.99339996e+02  1.29011631e+00 -3.05966258e-01]\n",
      "   [ 1.92000000e+02  1.70489490e+00 -9.84752238e-01]]\n",
      "\n",
      "  [[ 1.78539993e+02  5.31444092e+01 -1.30298722e+00]\n",
      "   [ 1.38699997e+02  4.39897346e+01 -1.07579899e+00]\n",
      "   [ 1.25760002e+02  4.38384438e+01 -9.69285190e-01]]\n",
      "\n",
      "  [[ 2.07389999e+02  3.92980652e+01 -1.37231219e+00]\n",
      "   [ 1.64203339e+02  3.81314659e+01 -3.92616957e-01]\n",
      "   [ 1.61206665e+02  3.56904831e+01 -8.15274252e-04]]\n",
      "\n",
      "  [[ 1.80423340e+02  3.74759140e+01 -7.47066796e-01]\n",
      "   [ 1.34606674e+02  3.45469513e+01  2.49244034e-01]\n",
      "   [ 1.31929993e+02  3.39493523e+01  6.35596991e-01]]\n",
      "\n",
      "  [[ 1.28380005e+02  3.75411186e+01  2.69862264e-01]\n",
      "   [ 9.72366638e+01  2.36235905e+01 -5.15941918e-01]\n",
      "   [ 7.60833359e+01  2.93568230e+01  4.17367816e-01]]\n",
      "\n",
      "  [[ 1.46593338e+02  1.47668982e+01 -1.82831120e+00]\n",
      "   [ 1.42673340e+02  1.67004986e+01 -1.90592813e+00]\n",
      "   [ 1.29880005e+02  2.43727779e+01 -1.78410840e+00]]]\n",
      "\n",
      "\n",
      " [[[ 1.67416672e+02  5.07573223e+00 -2.69044328e+00]\n",
      "   [ 1.67693329e+02  4.97050858e+00 -2.77772903e+00]\n",
      "   [ 1.44016663e+02  6.34321594e+00 -1.60771930e+00]]\n",
      "\n",
      "  [[ 1.55386673e+02  3.65582237e+01 -1.27494454e+00]\n",
      "   [ 1.56520004e+02  3.52929115e+01 -1.27490366e+00]\n",
      "   [ 1.35339996e+02  3.52643013e+01 -1.24678934e+00]]\n",
      "\n",
      "  [[ 1.86630005e+02  3.26390862e+00 -4.45040971e-01]\n",
      "   [ 1.85666672e+02  2.39768410e+00 -9.63004604e-02]\n",
      "   [ 1.69110001e+02  3.74137664e+00 -1.37682691e-01]]\n",
      "\n",
      "  [[ 1.74080002e+02  3.73493462e+01 -1.29079330e+00]\n",
      "   [ 1.72913330e+02  3.58955765e+01 -1.29182601e+00]\n",
      "   [ 1.59029999e+02  3.80022240e+01 -1.26388979e+00]]\n",
      "\n",
      "  [[ 2.03496674e+02  1.85022223e+00 -1.81350946e+00]\n",
      "   [ 2.00626663e+02  1.78902829e+00 -1.82266772e+00]\n",
      "   [ 1.92863327e+02  2.68166399e+00 -1.51548409e+00]]\n",
      "\n",
      "  [[ 2.19366669e+02  2.04665318e+01 -4.90837574e-01]\n",
      "   [ 1.73903336e+02  2.24420891e+01 -6.73641264e-01]\n",
      "   [ 1.60929993e+02  2.62462406e+01 -6.86920702e-01]]\n",
      "\n",
      "  [[ 2.25259995e+02  1.55443153e+01 -2.44315356e-01]\n",
      "   [ 1.58213333e+02  2.01706352e+01  9.64316353e-03]\n",
      "   [ 1.50313339e+02  2.08054924e+01  1.40164375e-01]]\n",
      "\n",
      "  [[ 2.14826660e+02  1.81674614e+01 -4.29285169e-01]\n",
      "   [ 1.47616669e+02  1.96661224e+01 -6.13696814e-01]\n",
      "   [ 1.44679993e+02  1.98659916e+01 -5.83456874e-01]]\n",
      "\n",
      "  [[ 1.36240005e+02  3.85009384e+01  8.66452694e-01]\n",
      "   [ 1.05626663e+02  2.01841679e+01  9.04758453e-01]\n",
      "   [ 7.95833359e+01  2.92219620e+01  1.05280876e+00]]\n",
      "\n",
      "  [[ 1.51443329e+02  1.05508356e+01 -2.41228676e+00]\n",
      "   [ 1.48433334e+02  1.20465298e+01 -2.42270517e+00]\n",
      "   [ 1.35316666e+02  1.69527702e+01 -2.49031019e+00]]]\n",
      "\n",
      "\n",
      " [[[ 1.65583328e+02  5.53441238e+00 -2.25532556e+00]\n",
      "   [ 1.66970001e+02  5.41563463e+00 -2.24830031e+00]\n",
      "   [ 1.44216660e+02  5.98690701e+00 -1.70768964e+00]]\n",
      "\n",
      "  [[ 1.58103333e+02  3.27440491e+01 -1.40675616e+00]\n",
      "   [ 1.58963333e+02  3.14849491e+01 -1.44534492e+00]\n",
      "   [ 1.37926666e+02  3.26191330e+01 -1.30370545e+00]]\n",
      "\n",
      "  [[ 1.86386673e+02  4.11061478e+00  1.82108176e+00]\n",
      "   [ 1.84929993e+02  4.23222971e+00  2.10524654e+00]\n",
      "   [ 1.69403336e+02  5.62737274e+00  2.12554502e+00]]\n",
      "\n",
      "  [[ 1.54223328e+02  4.12350998e+01 -6.03298664e-01]\n",
      "   [ 1.45746674e+02  4.58038101e+01 -3.66023362e-01]\n",
      "   [ 1.44253326e+02  3.84768639e+01 -4.94034708e-01]]\n",
      "\n",
      "  [[ 1.87176666e+02  3.24412117e+01 -1.40409398e+00]\n",
      "   [ 1.82023331e+02  3.95480652e+01 -1.21713233e+00]\n",
      "   [ 1.69179993e+02  2.59884777e+01 -3.87205660e-01]]\n",
      "\n",
      "  [[ 2.04529999e+02  2.46756783e+01 -3.16486597e-01]\n",
      "   [ 1.69073334e+02  2.86612625e+01  1.39108360e-01]\n",
      "   [ 1.52330002e+02  2.61706161e+01 -2.51103938e-01]]\n",
      "\n",
      "  [[ 2.24153336e+02  1.58626337e+01 -6.19685650e-01]\n",
      "   [ 1.64793335e+02  1.83654728e+01 -6.29942119e-01]\n",
      "   [ 1.62183334e+02  1.84585037e+01 -1.12241045e-01]]\n",
      "\n",
      "  [[ 2.13946671e+02  1.56674976e+01 -2.12828234e-01]\n",
      "   [ 1.48503326e+02  1.67494278e+01 -5.24983227e-01]\n",
      "   [ 1.44893326e+02  1.67479935e+01 -1.94099352e-01]]\n",
      "\n",
      "  [[ 1.24453331e+02  3.03687534e+01  1.22368753e+00]\n",
      "   [ 9.92300034e+01  1.26529484e+01  9.71185505e-01]\n",
      "   [ 7.18399963e+01  2.19416142e+01  1.06665301e+00]]\n",
      "\n",
      "  [[ 1.47460007e+02  2.46759338e+01 -3.97537518e+00]\n",
      "   [ 1.44986664e+02  2.44853668e+01 -3.87834811e+00]\n",
      "   [ 1.32536667e+02  2.40029583e+01 -3.36757326e+00]]]\n",
      "\n",
      "\n",
      " [[[ 1.57856674e+02  1.47463932e+01 -6.10839248e-01]\n",
      "   [ 1.59873337e+02  1.74691334e+01 -6.04021728e-01]\n",
      "   [ 1.33336670e+02  1.70672188e+01 -1.14982045e+00]]\n",
      "\n",
      "  [[ 1.53983337e+02  2.43185062e+01 -1.05337000e+00]\n",
      "   [ 1.56636673e+02  2.40886841e+01 -1.04883850e+00]\n",
      "   [ 1.30946671e+02  2.74679909e+01 -7.29846001e-01]]\n",
      "\n",
      "  [[ 1.71029999e+02  1.88176098e+01 -2.19029093e+00]\n",
      "   [ 1.71953339e+02  1.81949940e+01 -2.19932413e+00]\n",
      "   [ 1.51850006e+02  2.39769516e+01 -1.73753059e+00]]\n",
      "\n",
      "  [[ 1.49699997e+02  2.74690742e+01 -3.43275458e-01]\n",
      "   [ 1.50860001e+02  2.88873749e+01 -4.55850810e-01]\n",
      "   [ 1.35013336e+02  2.72402859e+01 -4.27455813e-01]]\n",
      "\n",
      "  [[ 1.33486664e+02  2.51098213e+01  2.07752258e-01]\n",
      "   [ 1.35413330e+02  2.20756836e+01  8.18801284e-01]\n",
      "   [ 1.28839996e+02  1.68983555e+01  1.81120133e+00]]\n",
      "\n",
      "  [[ 1.45596664e+02  4.30497475e+01 -2.54934188e-02]\n",
      "   [ 1.27476669e+02  3.11539631e+01  9.39216614e-01]\n",
      "   [ 1.21993332e+02  2.69845619e+01  1.15582061e+00]]\n",
      "\n",
      "  [[ 2.11343338e+02  1.91775589e+01 -7.37203419e-01]\n",
      "   [ 1.50826660e+02  2.33712769e+01 -7.44710863e-01]\n",
      "   [ 1.47380005e+02  1.99322758e+01 -2.34520853e-01]]\n",
      "\n",
      "  [[ 1.86603333e+02  3.12626400e+01 -1.46643412e+00]\n",
      "   [ 1.31960007e+02  2.51959991e+01 -7.79837251e-01]\n",
      "   [ 1.22669998e+02  2.37260990e+01 -6.06128097e-01]]\n",
      "\n",
      "  [[ 1.05633331e+02  2.13413258e+01  4.64382827e-01]\n",
      "   [ 9.44733353e+01  1.96943970e+01  1.03351569e+00]\n",
      "   [ 6.85500031e+01  2.53962097e+01  1.26449621e+00]]\n",
      "\n",
      "  [[ 1.13743332e+02  4.45761986e+01 -7.67511010e-01]\n",
      "   [ 1.11529999e+02  4.35071907e+01 -7.63352513e-01]\n",
      "   [ 1.00093330e+02  4.56276016e+01 -4.98973638e-01]]]\n",
      "\n",
      "\n",
      " [[[ 1.82380005e+02  2.86248531e+01 -1.96330607e+00]\n",
      "   [ 1.89743332e+02  3.04225368e+01 -1.88730872e+00]\n",
      "   [ 1.44196671e+02  2.15806541e+01 -2.22277212e+00]]\n",
      "\n",
      "  [[ 1.61750000e+02  4.84769440e+01 -8.59908938e-01]\n",
      "   [ 1.68653336e+02  4.89922409e+01 -8.58623385e-01]\n",
      "   [ 1.28436661e+02  3.91031876e+01 -8.52521539e-01]]\n",
      "\n",
      "  [[ 1.14970001e+02  4.24955978e+01  9.21410859e-01]\n",
      "   [ 1.26339996e+02  3.96837196e+01  8.98094177e-01]\n",
      "   [ 1.11986664e+02  2.72702484e+01 -1.89225450e-01]]\n",
      "\n",
      "  [[ 9.47133331e+01  1.83116856e+01  3.31031823e+00]\n",
      "   [ 1.10669998e+02  1.67135010e+01  3.23405123e+00]\n",
      "   [ 1.20160004e+02  8.81708908e+00  2.11857939e+00]]\n",
      "\n",
      "  [[ 8.50500031e+01  8.80307674e+00 -6.15453184e-01]\n",
      "   [ 1.00566666e+02  9.21369743e+00 -5.99679530e-01]\n",
      "   [ 1.19070000e+02  7.30833530e+00 -1.32134068e+00]]\n",
      "\n",
      "  [[ 1.23683334e+02  4.90326042e+01  4.08928245e-01]\n",
      "   [ 1.13833336e+02  2.73220100e+01  1.84537426e-01]\n",
      "   [ 1.19793335e+02  1.84662933e+01 -9.31685269e-01]]\n",
      "\n",
      "  [[ 1.77380005e+02  2.13777676e+01  6.24859869e-01]\n",
      "   [ 1.38543335e+02  1.49646740e+01 -1.58593908e-01]\n",
      "   [ 1.31716660e+02  1.63878937e+01  1.30678058e-01]]\n",
      "\n",
      "  [[ 1.34986664e+02  4.10509415e+01 -1.33311421e-01]\n",
      "   [ 1.03940002e+02  2.55519676e+01 -1.27359748e-01]\n",
      "   [ 1.00669998e+02  2.30573444e+01  9.42656845e-02]]\n",
      "\n",
      "  [[ 5.97000008e+01  1.18595953e+01  1.45002186e+00]\n",
      "   [ 7.09133301e+01  1.12362137e+01  6.74058735e-01]\n",
      "   [ 8.40166702e+01  8.77133942e+00 -9.52366173e-01]]\n",
      "\n",
      "  [[ 7.78766632e+01  2.28413677e+01  6.84287012e-01]\n",
      "   [ 8.59300003e+01  1.72239685e+01  5.36403894e-01]\n",
      "   [ 8.66500015e+01  9.80888176e+00 -2.89561057e+00]]]\n",
      "\n",
      "\n",
      " [[[ 1.39413330e+02  8.98716640e+00 -3.44659042e+00]\n",
      "   [ 1.41576660e+02  8.28678417e+00 -3.21279931e+00]\n",
      "   [ 1.26636665e+02  7.77718830e+00 -3.06242657e+00]]\n",
      "\n",
      "  [[ 8.88300018e+01  3.38222961e+01  1.00377011e+00]\n",
      "   [ 9.97833328e+01  2.83430710e+01  9.27240252e-01]\n",
      "   [ 9.87266693e+01  2.13829823e+01  9.23223197e-01]]\n",
      "\n",
      "  [[ 7.13866653e+01  7.01596928e+00  1.12665139e-01]\n",
      "   [ 8.68433304e+01  7.50369596e+00 -3.49569023e-02]\n",
      "   [ 1.05613335e+02  6.95680618e+00 -6.12873495e-01]]\n",
      "\n",
      "  [[ 7.75000000e+01  6.42365408e+00 -4.83057916e-01]\n",
      "   [ 9.31399994e+01  6.88866711e+00 -5.02407014e-01]\n",
      "   [ 1.19089996e+02  5.60135984e+00 -7.42455304e-01]]\n",
      "\n",
      "  [[ 8.16233368e+01  5.92970943e+00  1.21292837e-01]\n",
      "   [ 9.68399963e+01  6.10909700e+00  1.20958105e-01]\n",
      "   [ 1.21639999e+02  5.00969744e+00 -5.65889180e-01]]\n",
      "\n",
      "  [[ 1.09333336e+02  5.56994514e+01  1.24061370e+00]\n",
      "   [ 1.10059998e+02  3.52515221e+01  1.18470395e+00]\n",
      "   [ 1.26556664e+02  2.55075169e+01  1.05353093e+00]]\n",
      "\n",
      "  [[ 2.15776672e+02  9.52786064e+00 -1.02782762e+00]\n",
      "   [ 1.72509995e+02  7.70518637e+00 -7.60463238e-01]\n",
      "   [ 1.68573334e+02  8.96128464e+00 -7.69446909e-01]]\n",
      "\n",
      "  [[ 1.51559998e+02  5.81818962e+01 -6.88496053e-01]\n",
      "   [ 1.24523331e+02  3.64207268e+01 -5.23169994e-01]\n",
      "   [ 1.29699997e+02  2.53851013e+01 -2.77359247e-01]]\n",
      "\n",
      "  [[ 5.53333321e+01  6.51835012e+00 -7.00875103e-01]\n",
      "   [ 6.82133331e+01  6.69933987e+00 -9.52660382e-01]\n",
      "   [ 8.95833359e+01  9.97579002e+00 -7.39829183e-01]]\n",
      "\n",
      "  [[ 5.31500015e+01  5.21672010e+00 -9.74579334e-01]\n",
      "   [ 6.67900009e+01  5.27249765e+00 -8.05527031e-01]\n",
      "   [ 8.84633331e+01  6.47471905e+00 -8.29698682e-01]]]]\n"
     ]
    }
   ],
   "source": [
    "CM_transform = transforms.Compose(\n",
    "    [\n",
    "        transforms.Resize((100, 300)),  # resize to H:W=100:300\n",
    "        GridPartition(\n",
    "            rows=10, cols=10\n",
    "        ),  # partition into grid of 10 rows, 10 columns as a list\n",
    "        compute_color_moments_for_grid,\n",
    "        combine_color_moments,\n",
    "    ]\n",
    ")\n",
    "\n",
    "if np.array(sample_image).shape[2] >= 3:\n",
    "    # no color moments for grayscale images\n",
    "    cm_fd = CM_transform(sample_image)\n",
    "else:\n",
    "    cm_fd = torch.zeros((10, 10, 3, 3)) #TODO: store with some flag to indicate grayscale\n",
    "\n",
    "print(np.array(cm_fd))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(note that skewness is NaN when all elements are equal i.e. std. dev. = 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizing color moments - stacked bar chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2700x1800 with 100 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# cm_fd should be a NumPy array of shape (M, N, 3, 3), where (M, N) is the grid size\n",
    "\n",
    "# Define the number of grid cells (M and N)\n",
    "M, N = cm_fd.shape[:2]\n",
    "\n",
    "# Create subplots for each color moment (mean, standard deviation, skewness)\n",
    "fig, axes = plt.subplots(M, N, figsize=(27, 18))\n",
    "\n",
    "# Loop through each grid cell and visualize the color moments as stacked bar charts\n",
    "for i in range(M):\n",
    "    for j in range(N):\n",
    "        moments = cm_fd[i, j]\n",
    "        colors = [\"red\", \"green\", \"blue\"]\n",
    "\n",
    "        for c in range(3):\n",
    "            ax = axes[i, j]\n",
    "            ax.bar(\n",
    "                [\"Mean\", \"Std Dev\", \"Skewness\"],\n",
    "                moments[c],\n",
    "                color=colors[c],\n",
    "                bottom=np.sum(np.array(moments[:c]), axis=0),\n",
    "            )  # stack channels\n",
    "            ax.set_ylim(\n",
    "                0, 3 * 255\n",
    "            )  # since max possible meanset can be [255, 255, 255] for entirely white grid cell\n",
    "            ax.set_title(f\"Grid Cell ({i}, {j})\")\n",
    "\n",
    "\n",
    "# Adjust spacing and show the plot\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Feature model 2: Histogram Oriented Gradients (HOG)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_gradient_histogram(grid_cell):\n",
    "    histograms = []\n",
    "\n",
    "    # Convert grid cell to NumPy array\n",
    "    grid_array = np.array(grid_cell, dtype=np.uint8)\n",
    "\n",
    "    # Compute the gradient using first-order central differences\n",
    "    dx = cv2.Sobel(\n",
    "        grid_array, cv2.CV_32F, dx=1, dy=0, ksize=1\n",
    "    )  # first order x derivative = [-1, 0, 1]\n",
    "    dy = cv2.Sobel(\n",
    "        grid_array, cv2.CV_32F, dx=0, dy=1, ksize=1\n",
    "    )  # first order y derivative = [-1, 0, 1]^T\n",
    "\n",
    "    # Compute magnitude and direction of gradients\n",
    "    magnitude = np.sqrt(dx**2 + dy**2)\n",
    "    direction = np.arctan2(dy, dx) * 180 / np.pi  # in degrees\n",
    "\n",
    "    # Compute HOG - 9 bins, counted across the range of -180 to 180 degrees, weighted by gradient magnitude\n",
    "    histogram, _ = np.histogram(direction, bins=9, range=(-180, 180), weights=magnitude)\n",
    "\n",
    "    histograms.append(histogram)\n",
    "\n",
    "    return histograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_histograms_for_grid(grid):\n",
    "    histograms = [compute_gradient_histogram(grid_cell) for grid_cell in grid]\n",
    "    return np.array(histograms).flatten()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def combine_histograms(grid_histograms):\n",
    "    return torch.Tensor(grid_histograms).view(10, 10, 9)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[5.48216125e+02 6.42108536e+01 2.22932739e+02 2.45502533e+02\n",
      "   2.55311060e+03 1.45339050e+02 8.48154907e+02 2.85043427e+02\n",
      "   1.66178992e+03]\n",
      "  [8.04331360e+02 3.29335327e+02 5.74337769e+02 3.05416626e+02\n",
      "   1.86223706e+03 4.26850159e+02 4.26308197e+02 2.55662262e+02\n",
      "   2.21240479e+03]\n",
      "  [2.62710547e+03 4.00985046e+02 5.62787354e+02 2.51098633e+02\n",
      "   2.23010474e+03 5.16437683e+02 2.26072296e+02 6.93187714e+01\n",
      "   1.58399817e+03]\n",
      "  [1.22158350e+03 7.93739624e+02 8.10132507e+02 2.68848633e+02\n",
      "   4.25773633e+03 1.47309338e+03 9.36701477e+02 7.28769592e+02\n",
      "   1.49151575e+03]\n",
      "  [1.89768347e+03 5.03877686e+02 7.52492310e+02 2.16811615e+02\n",
      "   3.92073438e+03 5.32158630e+02 3.15780823e+02 1.37840530e+02\n",
      "   3.03072119e+03]\n",
      "  [1.29499219e+03 1.57916168e+02 5.01697113e+02 1.87355347e+02\n",
      "   2.98734009e+03 2.50042191e+02 2.86111786e+02 1.06908493e+02\n",
      "   1.42809778e+03]\n",
      "  [4.06152992e+01 2.66091400e+02 2.19580469e+03 7.82842731e+00\n",
      "   1.40000000e+01 1.43269005e+01 2.21193039e+02 1.43235718e+02\n",
      "   3.22814758e+02]\n",
      "  [8.37348206e+02 5.71913208e+02 1.28678662e+03 3.60273071e+02\n",
      "   1.82365405e+03 2.89429569e+01 1.86841064e+02 1.06288544e+02\n",
      "   9.46347412e+02]\n",
      "  [3.53934402e+01 5.35931664e+01 3.13983459e+01 0.00000000e+00\n",
      "   1.70000000e+01 7.07106781e+00 1.91503281e+02 1.13684418e+02\n",
      "   1.12360680e+02]\n",
      "  [5.77618599e+01 4.54395981e+01 1.90000000e+01 1.41421354e+00\n",
      "   5.00000000e+00 0.00000000e+00 1.03846657e+02 1.28146561e+02\n",
      "   2.61936462e+02]]\n",
      "\n",
      " [[6.76338196e+02 1.48174667e+02 3.39526825e+02 9.19928345e+02\n",
      "   3.52991821e+03 2.00887314e+02 3.94028870e+02 3.78114288e+02\n",
      "   2.65585742e+03]\n",
      "  [1.19965295e+03 1.68125198e+02 4.61633270e+02 2.37011902e+02\n",
      "   1.92072192e+03 6.04972473e+02 3.16225800e+02 7.41958237e+01\n",
      "   1.97336755e+03]\n",
      "  [2.54925244e+03 1.77071335e+02 3.70309570e+02 3.03717010e+02\n",
      "   3.40183887e+03 1.11051562e+03 7.32048767e+02 1.74556107e+02\n",
      "   2.03418591e+03]\n",
      "  [1.63111121e+03 8.49192871e+02 7.82536804e+02 4.19060852e+02\n",
      "   3.61985352e+03 8.75328979e+02 7.79414734e+02 7.84965881e+02\n",
      "   1.92835449e+03]\n",
      "  [2.17564111e+03 2.65286194e+02 6.60920593e+02 3.46943451e+02\n",
      "   3.67061890e+03 5.06308472e+02 6.21368469e+02 6.24023438e+01\n",
      "   2.93672754e+03]\n",
      "  [1.23029187e+03 2.55905835e+03 2.21913379e+03 4.06827240e+02\n",
      "   2.24316357e+03 2.28330124e+02 2.60212952e+02 1.09306557e+02\n",
      "   1.87445044e+03]\n",
      "  [4.02660431e+02 1.90933496e+03 8.38388794e+02 1.32652145e+02\n",
      "   3.45596771e+02 5.10261658e+02 4.35489258e+02 3.21252136e+02\n",
      "   5.99010193e+02]\n",
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      "   1.66526260e+02]\n",
      "  [1.44416626e+03 1.11356720e+02 5.33341217e+01 1.01289902e+01\n",
      "   9.97486649e+01 3.78674736e+01 3.51390259e+02 4.24196625e+02\n",
      "   7.56998413e+02]\n",
      "  [8.42440872e+01 1.50278229e+02 9.66060486e+01 2.74731781e+02\n",
      "   4.66978790e+02 1.34088776e+02 1.20397018e+02 2.73162872e+02\n",
      "   5.72881836e+02]\n",
      "  [2.11786133e+02 1.46389420e+02 1.96649109e+02 1.56259995e+02\n",
      "   1.30437134e+02 3.73713188e+01 2.91622772e+01 2.33504276e+01\n",
      "   3.05332001e+02]]]\n"
     ]
    }
   ],
   "source": [
    "HOG_transform = transforms.Compose(\n",
    "    [\n",
    "        transforms.Grayscale(num_output_channels=1),  # grayscale transform\n",
    "        transforms.Resize((100, 300)),  # resize to H:W=100:300\n",
    "        GridPartition(\n",
    "            rows=10, cols=10\n",
    "        ),  # partition into grid of 10 rows, 10 columns as a list\n",
    "        compute_histograms_for_grid,\n",
    "        combine_histograms,\n",
    "    ]\n",
    ")\n",
    "\n",
    "hog_fd = HOG_transform(sample_image)\n",
    "print(np.array(hog_fd))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualizing HOG as histograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 4800x4800 with 100 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# # The 'hog' should now contain the 10x10x9 feature descriptor\n",
    "# # Reshape it to a 10x10 grid of histograms, each of shape (9,)\n",
    "histograms = np.array(hog_fd.reshape(10, 10, 9))\n",
    "\n",
    "# # Visualize the histograms\n",
    "fig, axes = plt.subplots(10, 10, figsize=(48, 48))\n",
    "for i in range(10):\n",
    "    for j in range(10):\n",
    "        histogram = histograms[i, j]\n",
    "        angles = np.linspace(-180, 180, 9, endpoint=False)\n",
    "\n",
    "        axes[i, j].bar(angles, histogram, width=40, align=\"edge\", color=\"b\", alpha=0.7)\n",
    "        axes[i, j].set_xlim(-180, 180)\n",
    "        axes[i, j].set_ylim(0, np.max(histogram) * 1.1)\n",
    "        axes[i, j].set_xticks([-180, -140, -100, -60, -20, 20, 60, 100, 140])\n",
    "        axes[i, j].set_title(f\"Grid Cell ({i}, {j})\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualizing HOG gradient directions as an arrow overlay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a blank canvas to visualize the HOG features\n",
    "block_size = 30\n",
    "canvas = np.zeros((10 * block_size, 10 * block_size, 3), dtype=np.uint8)\n",
    "\n",
    "# Define the arrow properties\n",
    "base_arrow_length = block_size * 3 / 4  # Adjust as needed\n",
    "arrow_color = (0, 255, 0)  # Green arrows for gradient direction\n",
    "\n",
    "# Loop through each block in the HOG feature descriptor\n",
    "for i in range(10):\n",
    "    for j in range(10):\n",
    "        block = hog_fd[i, j]\n",
    "        x, y = j * block_size, i * block_size  # Top-left corner of the block\n",
    "\n",
    "        # Compute the center position of the block\n",
    "        center_x = x + block_size // 2\n",
    "        center_y = y + block_size // 2\n",
    "\n",
    "        # Find n most dominant directions (pairs of index and gradient magnitude in that direction)\n",
    "        num_dir = 1\n",
    "        dominant_directions = [pair for pair in sorted(\n",
    "                list(enumerate(block)), key=lambda x: x[1], reverse=True\n",
    "            )[:num_dir]\n",
    "        ]\n",
    "\n",
    "        for idx, (direction, magnitude) in enumerate(dominant_directions):\n",
    "            arrow_thickness = num_dir - idx # decreasing thickness\n",
    "            \n",
    "            # Compute end points\n",
    "            # arrow_start_x = int(\n",
    "            #     center_x - ((base_arrow_length * np.cos(np.deg2rad(direction * 40))) / 2)\n",
    "            # )\n",
    "            # arrow_start_y = int(\n",
    "            #     center_y - ((base_arrow_length * np.sin(np.deg2rad(direction * 40))) / 2)\n",
    "            # )\n",
    "            arrow_end_x = int(\n",
    "                center_x\n",
    "                + ((base_arrow_length * np.cos(np.deg2rad(direction * 40))) / 2)\n",
    "            )\n",
    "            arrow_end_y = int(\n",
    "                center_y\n",
    "                + ((base_arrow_length * np.sin(np.deg2rad(direction * 40))) / 2 )\n",
    "            )\n",
    "\n",
    "            # Draw the arrow on the canvas\n",
    "            cv2.arrowedLine(\n",
    "                canvas,\n",
    "                (center_x, center_y),\n",
    "                # (arrow_start_x, arrow_start_y),\n",
    "                (arrow_end_x, arrow_end_y),\n",
    "                arrow_color,\n",
    "                thickness=arrow_thickness,\n",
    "                tipLength=0.2,\n",
    "            )\n",
    "\n",
    "# Display the canvas with HOG arrows visualization alongside HOG overlay over resized image\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 8), sharex=True, sharey=False)\n",
    "\n",
    "ax1.imshow(canvas)\n",
    "ax1.set_title('Histogram of Oriented Gradients (HOG)')\n",
    "\n",
    "ax2.imshow(transforms.Resize((300,300))(sample_image))\n",
    "ax2.imshow(canvas, alpha=0.5) # overlay HOG on image\n",
    "# ax.imshow(transforms.Resize((300, 300))(sample_image))\n",
    "ax2.set_title('HOG Overlay (original resized to 300x300)')\n",
    "\n",
    "ax1.set_xticks(range(0, 300, 30))\n",
    "ax1.set_yticks(range(0, 300, 30))\n",
    "ax2.set_xticks(range(0, 300, 30))\n",
    "ax2.set_yticks(range(0, 300, 30))\n",
    "plt.grid()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Working with ResNet50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|===========================================================================|\n",
      "|                  PyTorch CUDA memory summary, device ID 0                 |\n",
      "|---------------------------------------------------------------------------|\n",
      "|            CUDA OOMs: 0            |        cudaMalloc retries: 0         |\n",
      "|===========================================================================|\n",
      "|        Metric         | Cur Usage  | Peak Usage | Tot Alloc  | Tot Freed  |\n",
      "|---------------------------------------------------------------------------|\n",
      "| Allocated memory      |      0 B   |      0 B   |      0 B   |      0 B   |\n",
      "|       from large pool |      0 B   |      0 B   |      0 B   |      0 B   |\n",
      "|       from small pool |      0 B   |      0 B   |      0 B   |      0 B   |\n",
      "|---------------------------------------------------------------------------|\n",
      "| Active memory         |      0 B   |      0 B   |      0 B   |      0 B   |\n",
      "|       from large pool |      0 B   |      0 B   |      0 B   |      0 B   |\n",
      "|       from small pool |      0 B   |      0 B   |      0 B   |      0 B   |\n",
      "|---------------------------------------------------------------------------|\n",
      "| Requested memory      |      0 B   |      0 B   |      0 B   |      0 B   |\n",
      "|       from large pool |      0 B   |      0 B   |      0 B   |      0 B   |\n",
      "|       from small pool |      0 B   |      0 B   |      0 B   |      0 B   |\n",
      "|---------------------------------------------------------------------------|\n",
      "| GPU reserved memory   |      0 B   |      0 B   |      0 B   |      0 B   |\n",
      "|       from large pool |      0 B   |      0 B   |      0 B   |      0 B   |\n",
      "|       from small pool |      0 B   |      0 B   |      0 B   |      0 B   |\n",
      "|---------------------------------------------------------------------------|\n",
      "| Non-releasable memory |      0 B   |      0 B   |      0 B   |      0 B   |\n",
      "|       from large pool |      0 B   |      0 B   |      0 B   |      0 B   |\n",
      "|       from small pool |      0 B   |      0 B   |      0 B   |      0 B   |\n",
      "|---------------------------------------------------------------------------|\n",
      "| Allocations           |       0    |       0    |       0    |       0    |\n",
      "|       from large pool |       0    |       0    |       0    |       0    |\n",
      "|       from small pool |       0    |       0    |       0    |       0    |\n",
      "|---------------------------------------------------------------------------|\n",
      "| Active allocs         |       0    |       0    |       0    |       0    |\n",
      "|       from large pool |       0    |       0    |       0    |       0    |\n",
      "|       from small pool |       0    |       0    |       0    |       0    |\n",
      "|---------------------------------------------------------------------------|\n",
      "| GPU reserved segments |       0    |       0    |       0    |       0    |\n",
      "|       from large pool |       0    |       0    |       0    |       0    |\n",
      "|       from small pool |       0    |       0    |       0    |       0    |\n",
      "|---------------------------------------------------------------------------|\n",
      "| Non-releasable allocs |       0    |       0    |       0    |       0    |\n",
      "|       from large pool |       0    |       0    |       0    |       0    |\n",
      "|       from small pool |       0    |       0    |       0    |       0    |\n",
      "|---------------------------------------------------------------------------|\n",
      "| Oversize allocations  |       0    |       0    |       0    |       0    |\n",
      "|---------------------------------------------------------------------------|\n",
      "| Oversize GPU segments |       0    |       0    |       0    |       0    |\n",
      "|===========================================================================|\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(torch.cuda.memory_summary(device=None, abbreviated=False))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using cuda\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "ResNet(\n",
       "  (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
       "  (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "  (relu): ReLU(inplace=True)\n",
       "  (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
       "  (layer1): Sequential(\n",
       "    (0): Bottleneck(\n",
       "      (conv1): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "        (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (1): Bottleneck(\n",
       "      (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "    )\n",
       "    (2): Bottleneck(\n",
       "      (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "    )\n",
       "  )\n",
       "  (layer2): Sequential(\n",
       "    (0): Bottleneck(\n",
       "      (conv1): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "        (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (1): Bottleneck(\n",
       "      (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "    )\n",
       "    (2): Bottleneck(\n",
       "      (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "    )\n",
       "    (3): Bottleneck(\n",
       "      (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "    )\n",
       "  )\n",
       "  (layer3): Sequential(\n",
       "    (0): Bottleneck(\n",
       "      (conv1): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d(512, 1024, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "        (1): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (1): Bottleneck(\n",
       "      (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "    )\n",
       "    (2): Bottleneck(\n",
       "      (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "    )\n",
       "    (3): Bottleneck(\n",
       "      (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "    )\n",
       "    (4): Bottleneck(\n",
       "      (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "    )\n",
       "    (5): Bottleneck(\n",
       "      (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "    )\n",
       "  )\n",
       "  (layer4): Sequential(\n",
       "    (0): Bottleneck(\n",
       "      (conv1): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d(1024, 2048, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "        (1): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (1): Bottleneck(\n",
       "      (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "    )\n",
       "    (2): Bottleneck(\n",
       "      (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "    )\n",
       "  )\n",
       "  (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))\n",
       "  (fc): Linear(in_features=2048, out_features=1000, bias=True)\n",
       ")"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torchvision.models as models\n",
    "\n",
    "# Load model\n",
    "model = models.resnet50(models.ResNet50_Weights.DEFAULT)\n",
    "\n",
    "# use GPU (Nvidia)\n",
    "if torch.cuda.is_available():\n",
    "    dev = torch.device(\"cuda\")\n",
    "    torch.cuda.empty_cache()\n",
    "else:\n",
    "    dev = torch.device(\"cpu\")\n",
    "\n",
    "print(f\"Using {dev}\")\n",
    "model = model.to(dev)\n",
    "\n",
    "# ResNet architecture in brief\n",
    "model.eval()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ResNet50 - Feature extractor module (for ease of use - attach hooks at multiple layers at once)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Feature extractor for all layers at once\n",
    "\n",
    "\n",
    "class FeatureExtractor(torch.nn.Module):\n",
    "    def __init__(self, model, layers):\n",
    "        super().__init__()\n",
    "        self.model = model\n",
    "        self.layers = layers\n",
    "        self._features = {layer: None for layer in layers}  # store layer outputs here\n",
    "\n",
    "        # Create hooks for all specified layers at once\n",
    "        for layer_id in layers:\n",
    "            layer = dict(self.model.named_modules())[layer_id]  # get actual layer in the model\n",
    "            layer.register_forward_hook(self.save_outputs_hook(layer_id))  # register feature extractor hook on layer\n",
    "\n",
    "    # Hook to save output of layer\n",
    "    def save_outputs_hook(self, layer_id):\n",
    "        def fn(_module, _input, output):\n",
    "            self._features[layer_id] = output\n",
    "\n",
    "        return fn\n",
    "\n",
    "    # Forward pass returns extracted features\n",
    "    def forward(self, input):\n",
    "        _ = self.model(input)\n",
    "        return self._features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Resize image to 224x224 with 3 channels for ResNet50 (no grayscale)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "resized_image = (\n",
    "    torch.Tensor(np.array(transforms.Resize((224, 224))(sample_image)).flatten())\n",
    "    .view(1, 3, 224, 224)\n",
    "    .to(dev)\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'avgpool': torch.Size([1, 2048, 1, 1]), 'layer3': torch.Size([1, 1024, 14, 14]), 'fc': torch.Size([1, 1000])}\n"
     ]
    }
   ],
   "source": [
    "# Attach all hooks on model and extract features\n",
    "\n",
    "resnet_features = FeatureExtractor(model=model, layers=[\"avgpool\", \"layer3\", \"fc\"])\n",
    "\n",
    "features = resnet_features(resized_image)\n",
    "\n",
    "print({name: output.shape for name, output in features.items()})\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ResNet-AvgPool-1024"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([2.0626, 2.9191, 0.0000,  ..., 0.0000, 0.0000, 0.0689], device='cuda:0',\n",
      "       grad_fn=<ReshapeAliasBackward0>)\n",
      "tensor([2.4909, 0.0000, 0.1396,  ..., 0.0000, 0.0137, 0.0344], device='cuda:0',\n",
      "       grad_fn=<MeanBackward1>)\n"
     ]
    }
   ],
   "source": [
    "avgpool_2048 = features[\"avgpool\"]\n",
    "\n",
    "# Reshape the vector into row pairs of elements and average across rows\n",
    "avgpool_1024_fd = torch.mean(avgpool_2048.view(-1, 2), axis=1)\n",
    "\n",
    "print(avgpool_2048.flatten())\n",
    "print(avgpool_1024_fd)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ResNet-Layer3-1024"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[[[ 57.0437,   0.0000,  26.1823,  ...,   0.0000,   0.0000,   0.0000],\n",
      "          [  0.0000,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   0.0000],\n",
      "          [  0.0000,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   0.0000],\n",
      "          ...,\n",
      "          [  0.0000,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   0.0000],\n",
      "          [  0.0000,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   0.0000],\n",
      "          [  0.0000,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   0.0000]],\n",
      "\n",
      "         [[  4.7055,  12.4462,  14.8685,  ...,  12.7924,  13.6380,  22.3323],\n",
      "          [  6.3238,  15.3498,  20.3520,  ...,  14.7575,  15.0410,  24.1294],\n",
      "          [  5.9188,  19.7761,  26.5747,  ...,  22.3662,  23.1224,  22.0713],\n",
      "          ...,\n",
      "          [ 14.3413,  16.9760,  23.3657,  ...,  20.4830,  20.2409,  16.4525],\n",
      "          [ 11.7579,  26.0454,  24.9398,  ...,  33.5801,  26.6419,  15.0715],\n",
      "          [ 14.4372,  26.8683,  23.2652,  ...,  23.0901,  19.9612,  12.6060]],\n",
      "\n",
      "         [[  8.8508,  30.7673, 112.5022,  ...,  69.5425,   0.0000,   0.0000],\n",
      "          [ 27.1897,  14.2863,  36.9161,  ...,  11.0374,   0.0000,   0.0000],\n",
      "          [  6.0462,  11.1060,  39.9334,  ...,   0.0000,   0.0000,   0.0000],\n",
      "          ...,\n",
      "          [ 10.7299,   5.6872,   4.9310,  ...,  17.6316,   0.0000,   4.8547],\n",
      "          [  0.0000,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   4.5966],\n",
      "          [  0.0000,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   0.0000]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[  0.0000,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   0.0000],\n",
      "          [  0.0000,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   0.0000],\n",
      "          [  0.0000,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   0.0000],\n",
      "          ...,\n",
      "          [  0.0000,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   0.0000],\n",
      "          [  0.0000,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   0.0000],\n",
      "          [  0.0000,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   0.0000]],\n",
      "\n",
      "         [[  4.9266,   0.9626,   5.5231,  ...,   6.8164,   2.7605,   0.0000],\n",
      "          [ 15.5300,  41.9263,   5.1805,  ...,  16.6939,   8.2768,   0.0000],\n",
      "          [ 16.4084,   0.8541,   8.9684,  ...,  17.8068,   5.9932,   0.0000],\n",
      "          ...,\n",
      "          [  4.0951,   3.5276,   4.0114,  ...,   6.2711,  12.9859,   5.8651],\n",
      "          [  3.9379,   4.1084,   7.8224,  ...,   0.0000,   0.0000,   0.0000],\n",
      "          [  3.4560,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   7.5353]],\n",
      "\n",
      "         [[ 24.5599,  12.5204,   0.0000,  ...,   0.0000,   0.0000,   0.0000],\n",
      "          [  3.7449,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   0.0000],\n",
      "          [  0.0000,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   0.0000],\n",
      "          ...,\n",
      "          [  0.0000,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   0.0000],\n",
      "          [  0.0000,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   0.0000],\n",
      "          [  0.0000,   0.0000,   0.0000,  ...,   0.0000,   0.0000,   0.0000]]]],\n",
      "       device='cuda:0', grad_fn=<ReluBackward0>)\n",
      "tensor([ 0.4246, 21.4368, 15.6347,  ...,  0.6716,  5.0948,  0.2228],\n",
      "       device='cuda:0', grad_fn=<MeanBackward1>)\n"
     ]
    }
   ],
   "source": [
    "layer3_1024_14_14 = features[\"layer3\"]\n",
    "\n",
    "# Reshape the vector into 1024 rows of 196 elements and average across rows\n",
    "layer3_1024_fd = torch.mean(layer3_1024_14_14.view(1024, -1), axis=1)\n",
    "\n",
    "print(layer3_1024_14_14)\n",
    "print(layer3_1024_fd)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ResNet-FC-1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([-1.3940e+01,  9.1132e+00,  6.1162e+00,  1.0792e+01,  3.3224e+00,\n",
      "         1.9320e+01,  5.1049e+00,  4.7691e+00, -2.0881e+01,  2.0953e+01,\n",
      "        -6.4812e+00, -3.3026e+01, -1.6057e+01, -5.4794e+00, -2.4443e+01,\n",
      "        -1.4292e+01, -3.3535e+01, -5.7754e+00, -4.1393e+00,  4.7517e+00,\n",
      "         6.6143e-02, -2.1278e+00, -3.6448e+00,  1.0082e+01, -1.7459e+00,\n",
      "        -1.8159e+00, -3.3936e+01,  6.0654e+00,  2.0529e+01,  2.5779e+01,\n",
      "        -1.7620e+01,  3.4377e+00, -6.0763e-01, -1.9230e+00,  1.4899e+01,\n",
      "         9.7460e+00, -3.3783e+00, -1.4200e+01,  3.2699e+01, -1.3880e+00,\n",
      "        -2.6002e+01,  1.8591e+01,  1.3840e+01,  3.0317e+01, -1.2746e+01,\n",
      "        -1.6405e+01, -2.2140e+01, -1.4217e+01, -8.3123e+00,  2.9353e+00,\n",
      "        -7.2378e+00,  2.7383e+00,  1.6914e+01,  2.3957e+01, -5.1461e+01,\n",
      "         4.3536e+00, -1.3160e+01, -3.4496e+01,  4.0972e+00, -4.2697e+00,\n",
      "         1.5591e+02,  2.1393e+01, -1.2135e+00, -1.8024e+01,  1.5190e+01,\n",
      "         1.9532e+01, -2.9650e+00, -1.2248e+01, -1.4527e+01,  8.0884e+00,\n",
      "        -2.9928e+01,  9.5818e+00, -3.1540e+01, -2.4122e+01, -2.4036e+01,\n",
      "        -3.5731e+01,  1.2431e+01, -6.4660e+00, -3.4087e+01, -1.6777e+01,\n",
      "         1.1943e+01, -1.5925e+01, -1.2701e+01, -3.1459e+01, -1.0176e+01,\n",
      "         1.0831e+01,  2.4087e+01,  2.0516e+01, -7.9949e-01, -3.6174e-01,\n",
      "        -3.3544e+01, -3.1396e+01, -1.6689e+01, -1.1036e+01, -2.9349e+01,\n",
      "        -9.4796e+00,  5.3286e+00, -1.1950e+01, -1.1292e+01, -4.5814e+00,\n",
      "        -3.5784e+00, -1.6300e+01, -1.9723e+01,  2.7409e+01, -1.1108e+01,\n",
      "        -4.3055e+01, -1.6202e+01,  5.2413e-01,  1.6115e+01, -4.2243e+00,\n",
      "         2.5362e+01,  1.3605e+01, -1.2829e+01, -8.3454e+00, -6.3209e+00,\n",
      "        -4.6532e+00, -6.2720e+00,  1.1690e+00, -1.9056e+01, -2.6573e+01,\n",
      "        -2.6954e+01,  1.6062e+01, -1.8160e+01,  1.9359e+01, -5.6280e+01,\n",
      "        -3.7410e+00,  5.0012e+01,  1.2167e+00, -4.5946e+00, -9.2896e+00,\n",
      "         8.6316e+00, -1.2982e+01,  3.6424e+00, -2.3543e+01, -1.9967e+01,\n",
      "        -1.7295e+01, -1.5872e+01, -8.2442e+00, -2.4323e+01, -2.4950e+01,\n",
      "        -2.7416e+01, -3.1637e+01, -2.6670e+01, -2.0238e+01,  1.2310e+01,\n",
      "         2.9460e+00, -2.0156e+01, -4.6982e+01,  3.1989e+01,  1.1663e+01,\n",
      "         2.8368e+01,  1.6274e+01,  1.5335e+01,  1.8079e+01,  2.5681e+01,\n",
      "         5.3202e+01,  3.0977e+01,  1.5479e+00,  3.8765e+00, -8.3968e+00,\n",
      "         2.0356e+01,  2.4985e+01,  3.4575e+01,  3.9145e+01,  1.5078e+01,\n",
      "         7.0793e+01,  4.0684e+01,  2.6394e+01,  4.4018e+01,  9.2894e+00,\n",
      "         4.2279e+01,  2.2760e+01,  7.3624e+00,  1.5359e+00,  3.0518e+01,\n",
      "         4.3463e+01,  2.2588e+01,  3.1113e+01,  1.4476e+01,  3.3390e+01,\n",
      "         3.4763e+01, -5.1739e+00,  1.9461e+01,  4.6647e+01,  4.6957e+01,\n",
      "         1.5304e+00,  1.3865e+01,  6.0510e+01,  5.2097e+00,  2.3051e+01,\n",
      "         2.3003e+01,  4.1648e+01,  5.4781e+01,  8.9058e+01,  3.7289e+00,\n",
      "         7.6770e+01,  1.5906e+01, -1.0341e+01,  6.9361e+01,  5.1567e+01,\n",
      "         2.5289e+01,  2.3650e+01,  4.0688e+01,  8.5028e+01, -5.6106e+00,\n",
      "         5.9974e+01,  3.8176e+01,  2.0374e+01,  2.5962e+01,  7.2032e+01,\n",
      "         3.8290e+01, -1.2805e+01,  2.2031e+01,  2.7848e+01,  2.9217e+01,\n",
      "         2.9803e+01,  3.5760e+01,  5.4001e+01,  2.5676e+01, -1.8026e+01,\n",
      "        -1.7602e-01,  4.7985e+01, -8.8846e+00,  5.1842e+01,  2.9898e+01,\n",
      "         5.8309e+00, -3.5292e+00,  6.7815e+01,  1.2328e+01,  4.5846e+01,\n",
      "         7.8122e+01, -1.4326e+01,  2.4456e+01,  2.2685e+01,  6.5885e+01,\n",
      "         4.2779e+01,  2.5821e+01,  5.9902e+01,  3.6499e+01,  2.5562e+01,\n",
      "        -3.7710e+01,  5.0756e+01,  8.6483e+01,  4.9262e+01,  1.5614e+01,\n",
      "         3.0790e+01,  4.3494e+01,  1.5730e+01,  6.2863e+00,  7.6717e+00,\n",
      "         6.3625e+01,  3.9406e+01,  1.7738e+01,  1.0021e+01,  1.8958e+01,\n",
      "         2.4581e+01,  4.2836e+01,  4.7917e+01,  2.6800e+01,  4.9952e+00,\n",
      "         2.3565e+01,  3.1615e+01,  9.2829e+00,  4.9157e+01,  3.2935e+01,\n",
      "         1.1863e+00,  4.2294e+01, -9.9343e+00, -4.7758e+00,  1.1816e+01,\n",
      "         3.9457e+01,  2.9435e+01, -8.2535e+00,  6.9036e+00,  2.4021e+01,\n",
      "         9.4928e+00,  1.5788e+00, -2.1574e+01,  1.3923e+01,  9.6994e+00,\n",
      "        -1.0208e+01, -2.9059e+01,  3.4919e+01, -1.6606e+01,  2.9332e+01,\n",
      "        -1.4173e+01,  1.1072e+00, -1.6616e+00,  1.5883e+01, -1.4072e+01,\n",
      "        -2.4403e+01,  1.1331e+01,  2.9455e+01, -1.0392e+01,  2.5705e+00,\n",
      "        -1.3886e+01,  3.3616e+01,  5.1376e+01, -1.8156e+01,  1.0064e+01,\n",
      "        -3.3193e+01, -4.3243e+01, -1.8106e+01, -2.1491e+00,  3.9649e-01,\n",
      "        -4.0756e+01, -1.8655e+01, -2.0438e+01, -2.3591e+01, -2.9994e+01,\n",
      "        -1.4728e+01, -4.7741e+01, -6.2889e+00, -3.5342e+01, -2.2633e+00,\n",
      "        -1.2126e+01, -2.6860e+01, -2.4662e+01, -1.6127e+01,  5.4601e+00,\n",
      "        -2.1272e+00, -2.2598e+01, -2.0644e+01, -2.9938e+01, -8.7283e-01,\n",
      "        -1.2368e+01, -1.3736e+01, -5.2023e+00, -8.6763e-01, -1.2225e+01,\n",
      "         1.5406e+01, -3.1892e+00, -6.9894e+00, -4.2519e+01, -1.0186e+01,\n",
      "         2.0186e+01, -1.3595e+01,  4.1148e+00,  1.3089e+01,  2.5526e+01,\n",
      "         1.4732e+01,  4.6499e-01,  3.5964e+00,  2.4231e+00,  3.1581e+01,\n",
      "         2.3070e+01, -2.2415e+01,  2.0506e+01, -2.4450e+00,  1.9475e+01,\n",
      "         1.8620e+01,  7.2036e+00, -1.5018e+01,  2.0493e+01,  3.8561e+01,\n",
      "         1.0307e+01,  2.0105e+01,  5.0775e+00, -4.1333e+01,  4.5699e+01,\n",
      "         1.5179e+01, -4.4009e+00, -1.6207e+00, -1.6912e+01,  5.4788e+00,\n",
      "        -6.6703e-02, -2.5043e+01,  9.2291e-01, -1.2460e+01,  1.4020e+01,\n",
      "         8.1629e+00,  4.4696e+01,  1.0134e+01,  1.3592e+01,  1.8393e+01,\n",
      "         1.2294e+01,  3.8649e+00, -1.4196e+01, -9.3681e+00, -7.9740e-01,\n",
      "         5.0216e+01, -1.8143e+01, -6.5314e+00, -1.2646e+01,  4.6308e+01,\n",
      "         8.0108e+00,  1.1417e+00,  5.9809e+00,  3.0961e+00, -3.2303e-01,\n",
      "        -3.1548e-01, -8.7643e+00,  1.5505e+01, -1.4802e+00,  2.5601e+01,\n",
      "         2.1483e+01, -7.2822e+00,  1.3641e+01, -2.4085e+01,  2.4265e+01,\n",
      "        -1.8099e+01, -2.9859e+01,  5.3463e+01, -4.3115e+01, -2.3914e+01,\n",
      "        -2.4822e+01,  3.2639e+01, -2.8129e+00, -2.3440e+00,  1.2189e+01,\n",
      "        -2.9133e+01, -5.9060e+01, -2.7283e+01,  2.5899e+01, -6.7248e+00,\n",
      "        -4.0612e+01,  4.2645e+01, -5.9811e+01, -9.3790e+00, -5.6777e+00,\n",
      "         2.3979e+01,  4.1942e+01,  1.7612e+01, -2.7675e+00, -5.8084e+01,\n",
      "        -1.2019e+01,  1.0858e+01, -2.4484e+00, -3.1598e+01,  1.1660e+01,\n",
      "         1.4181e+01,  3.2555e+01, -7.5368e+00, -2.2100e+01, -3.0552e+01,\n",
      "        -3.9664e+01,  1.7414e+01, -1.6602e+01, -5.8018e+01, -3.5235e+01,\n",
      "        -1.3622e+01, -5.1633e+01,  7.1901e-01, -7.7784e+00,  4.7608e+01,\n",
      "         1.3239e+01, -4.3192e+01,  2.1656e+01,  3.5049e+00, -4.8192e+00,\n",
      "        -8.9911e+00,  1.7639e+02, -3.4687e+01,  7.0359e+01, -5.8989e+01,\n",
      "         3.7335e+00,  5.9554e+00,  3.6375e+01, -1.9390e+01,  5.8656e+00,\n",
      "        -2.0123e+01,  4.1400e+01,  4.4904e+01,  2.7180e+01,  6.3572e+01,\n",
      "        -2.0535e+01, -5.6167e+01, -5.8536e+01, -4.9000e+00, -2.3663e+01,\n",
      "         3.7339e+00, -9.5082e+00, -9.5340e+00, -2.4213e+01, -3.7122e+01,\n",
      "        -1.3746e+01, -2.3463e+01, -5.7559e+01, -5.2862e+01, -9.9059e+00,\n",
      "        -2.9426e+01,  3.9998e+01, -1.9581e+01, -2.4286e+01, -2.4497e+01,\n",
      "         2.8237e+01, -9.5636e+00, -2.0064e+01,  4.8678e+01, -3.0278e+01,\n",
      "         1.3466e+01,  7.1259e+00, -3.7200e+00, -7.8143e+00,  4.7202e+01,\n",
      "         3.8467e+01,  5.5860e+00,  2.2483e+00, -3.9722e+01,  3.0543e+01,\n",
      "        -2.5104e+01,  4.2774e+01, -2.6924e+01,  3.5475e+01,  6.0416e+00,\n",
      "        -5.8237e+00,  6.1897e+01, -3.5147e+01,  3.3088e+01, -3.9228e+01,\n",
      "        -3.2931e+01, -9.7561e+00,  1.2850e+01, -3.3242e+01,  3.7221e+01,\n",
      "        -3.7202e+00, -3.8498e+01,  1.3483e+01, -9.9367e-01, -8.4182e+00,\n",
      "         4.1285e+01,  1.9792e+01, -1.9223e+01,  6.8741e+01, -9.9635e+00,\n",
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      "        -2.6319e+01,  8.4475e-01,  4.9249e+00,  1.7792e+01, -1.3533e+01,\n",
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      "        -1.8714e+01, -3.7031e+01,  4.6784e+00, -3.6337e+01,  1.1128e+01,\n",
      "        -2.9989e+01,  2.3991e+00, -5.8700e+01, -1.7928e+01,  1.4516e+00,\n",
      "         2.4019e+00, -1.6632e+01,  4.0588e+01, -9.0284e+00,  1.2338e+01,\n",
      "        -1.7663e+01, -7.6834e+01,  1.1239e+00,  3.9907e+01, -4.5904e+00,\n",
      "         1.1907e+01,  7.6891e+01, -2.4254e+00,  9.6693e+00,  9.9920e+00,\n",
      "         9.6590e+01, -2.2625e+01, -1.6477e+01, -9.6597e+00,  3.9288e+00,\n",
      "         4.6213e+01, -1.5021e+00, -1.6477e+01, -5.6217e+00, -1.7975e+01,\n",
      "        -4.1270e+01,  2.3900e+01, -2.1138e+01,  4.4900e+01, -2.6875e+01,\n",
      "         5.0111e+00,  4.1511e+01, -2.2157e+01,  1.0712e+02, -4.2867e+00,\n",
      "        -1.4424e+01, -7.8232e+00, -2.6414e+01,  1.6071e+02, -3.9520e+01,\n",
      "        -2.0750e+01,  2.5655e+01, -9.7941e+00, -9.6947e+00, -8.5233e+00,\n",
      "        -2.9329e+01, -2.6609e+01,  8.5813e+01, -1.3846e+01, -2.3266e+01,\n",
      "        -1.1480e+01, -1.9166e+01, -1.8550e+01,  9.7891e+00,  1.3141e+01,\n",
      "        -5.7476e+01,  7.1954e+01,  1.6904e+01,  1.3755e+01,  2.3118e+01,\n",
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      "        -2.3628e+01, -3.3946e+01, -3.9037e+01, -4.2917e+01, -1.9610e+01,\n",
      "        -4.3757e+00, -2.9426e+01, -2.0871e+01, -2.4060e+01,  3.4801e+01,\n",
      "        -2.7401e+01, -2.6023e+01,  2.1275e+00, -2.5589e+00,  9.6729e+00,\n",
      "        -1.2981e+00, -2.9111e+01,  6.8016e+01,  1.4709e+00, -3.4726e+01,\n",
      "         1.5017e+01,  3.1488e+00, -1.4733e+01,  2.8008e+01, -4.9211e+01,\n",
      "        -1.8470e-01,  1.4523e+02, -8.7937e+00,  5.7510e+01, -8.1104e+00,\n",
      "         1.5862e+01,  3.6539e+01,  4.3845e+01, -3.2686e+01, -4.7268e+01,\n",
      "         2.8574e+01, -9.6268e+00,  2.9878e+01, -2.7031e+00,  2.0018e+01,\n",
      "         2.0786e+01,  2.3235e+01,  7.4520e+01,  3.9302e+01,  4.4048e+01,\n",
      "         1.0533e+02,  1.7929e+00, -2.6797e+01,  2.4062e+01, -4.5024e+00,\n",
      "        -4.2291e+01, -4.1520e+00, -3.6069e+01,  9.0688e+00, -2.6186e+01,\n",
      "        -1.3706e+01,  1.7095e+01, -4.6302e+01,  8.0324e+00, -8.6738e+00,\n",
      "         4.7058e-01, -2.4242e+00, -3.9917e+00, -4.8803e+00,  2.6778e-01,\n",
      "        -2.5204e+01, -3.3178e+01, -1.3073e+01, -1.3889e+01, -4.8179e+01,\n",
      "         1.4494e+01,  5.4165e+00,  2.5280e+01, -4.3260e+01, -1.4069e+01,\n",
      "        -5.1520e+01, -1.4758e+00, -1.8819e+00, -1.0837e+01, -2.2687e+01,\n",
      "        -1.6584e+01,  1.4860e+01, -1.6028e+01, -6.2685e+01, -3.8022e+01,\n",
      "        -4.3872e+01,  1.6511e+00,  4.1483e+01,  4.4915e+01, -2.9082e+01,\n",
      "        -2.6537e+01,  5.5557e+01,  3.8533e+01, -2.9175e+00,  9.3527e+00,\n",
      "         2.4091e+01,  3.6042e+01,  1.0497e+01, -1.6690e+01, -8.2883e+00,\n",
      "         3.8366e+01, -2.9366e+01, -5.4513e+00,  1.1785e+01, -4.0084e+01,\n",
      "        -4.4798e+01,  2.0780e+01,  9.3445e+00,  5.3464e+01, -1.4094e+01,\n",
      "        -1.9128e+01,  2.2080e+01, -1.4468e+01,  3.0715e+01, -4.9824e+01,\n",
      "        -1.2900e+01,  2.4743e+00, -1.7425e+01,  9.5930e-01, -2.9565e+01,\n",
      "        -4.1031e-02, -7.9245e+00, -3.2687e+01,  5.5890e+01, -3.5677e+01,\n",
      "         7.7331e+00,  2.2413e+01, -4.2609e+01, -2.7443e+01,  3.5865e+01,\n",
      "        -1.5521e+01, -3.8345e+01, -7.6767e-01, -1.3979e+01, -3.3816e+01,\n",
      "        -8.9080e+00, -1.1751e+01,  7.0377e+00,  1.7174e+00, -2.6970e+00,\n",
      "         4.2622e+01,  5.0881e+01,  1.5835e+01, -4.7920e+01,  1.3043e+01,\n",
      "        -6.1256e+00, -1.2028e+01,  1.7837e+01, -1.4854e+01, -4.2686e+01,\n",
      "         1.3959e+00, -1.3990e+01, -2.4439e+01, -1.9451e+01, -3.5856e+00,\n",
      "        -3.0075e+00,  3.1571e+00, -2.1061e+01, -4.8982e+00, -2.0569e+01,\n",
      "        -9.0614e+01, -1.9673e+01,  1.2859e+00, -3.6754e+01,  1.7216e+01,\n",
      "         6.2081e+00, -1.8634e+01,  1.7842e+01, -1.4574e+01, -5.1524e+00,\n",
      "         1.5393e+01,  1.1674e+01, -4.6031e+00, -4.1026e+00, -1.8998e+01,\n",
      "        -1.5169e+01, -7.0833e+00,  2.8585e+01,  1.4386e+01, -6.7253e+00,\n",
      "        -1.1315e+01, -3.8366e+01, -2.5803e+01, -2.4701e+01,  2.9147e+00,\n",
      "        -2.8846e+01, -2.0217e+01,  5.5681e+01, -5.2713e+01, -9.1686e+00,\n",
      "        -2.7407e+01, -4.4866e+01, -5.6270e+01,  3.7601e+01,  5.1797e+01,\n",
      "        -1.3624e+01, -3.3867e+01, -3.7720e+01,  3.6000e+01, -5.4783e+01,\n",
      "        -2.5286e+01, -9.4188e+00,  2.7459e+01, -2.4040e+01,  6.6127e+00,\n",
      "         5.2108e+01, -4.1658e+01,  1.4313e+01, -1.0382e+01, -4.1291e+01,\n",
      "        -3.7508e+01,  1.5015e+01, -3.7422e+00,  7.0260e+00, -1.3419e+01,\n",
      "        -1.0444e+01, -1.1427e+00, -5.2954e+01, -4.4613e+01, -3.2536e+00,\n",
      "        -1.2039e+01, -2.7523e+01,  7.3315e+00, -4.3054e+00,  7.8456e+00,\n",
      "         4.0244e+00, -3.5094e+01, -9.0418e+00, -3.1832e+01, -2.3590e+01,\n",
      "        -2.5663e+01, -2.9251e+01, -1.2039e+01, -1.6495e+01,  2.3822e+00,\n",
      "        -2.4407e+01, -4.7910e+01, -1.9482e+01, -3.6973e+01, -2.5968e+01,\n",
      "        -2.9603e+01, -1.9903e+01, -2.0507e+01, -3.4832e-01, -2.0939e+01,\n",
      "        -1.5760e+01, -3.0796e+00, -2.9632e+01,  9.6567e-01, -5.1281e+00,\n",
      "        -4.0760e+01, -2.6613e+01, -3.2974e+01, -4.2026e+01, -3.9273e+01,\n",
      "         8.1303e+01, -5.4755e+01, -1.4882e+01, -3.8914e+01, -5.4225e+01,\n",
      "        -6.1802e+00,  1.4049e+01, -2.9711e+00, -8.4310e+00,  6.7529e+00,\n",
      "        -3.3218e+01,  7.2842e+01, -2.5409e+01,  2.9527e+01, -8.8232e+00,\n",
      "        -2.9096e+01, -6.2843e+00, -4.2873e+01,  1.7068e+01, -1.4716e+01,\n",
      "        -1.5257e+01, -1.9259e+01, -7.1174e+00, -2.2811e+01, -9.2166e+00,\n",
      "        -6.8175e+00, -4.1090e+00, -2.0983e+01, -8.0612e+00, -4.6662e+01,\n",
      "         1.2565e+00, -1.6032e+01, -3.5197e+01, -1.6449e+01,  7.2584e+00,\n",
      "        -4.8998e+00, -2.8237e+01, -1.9864e+01, -1.4655e+01, -5.5477e-02],\n",
      "       device='cuda:0', grad_fn=<ViewBackward0>)\n"
     ]
    }
   ],
   "source": [
    "fc_1000_fd = features['fc'].view(1000)\n",
    "\n",
    "print(fc_1000_fd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(10, 10, 3, 3)\n",
      "(10, 10, 9)\n",
      "(1024,)\n",
      "(1024,)\n",
      "(1000,)\n"
     ]
    }
   ],
   "source": [
    "print(cm_fd.numpy().shape)\n",
    "print(hog_fd.numpy().shape)\n",
    "print(avgpool_1024_fd.detach().cpu().numpy().shape)\n",
    "print(layer3_1024_fd.detach().cpu().numpy().shape)\n",
    "print(fc_1000_fd.detach().cpu().numpy().shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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