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CSE515_MWDB_Project/Phase 1
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Kaushik Narayan R e26108bc3d task 3 done
2023-09-10 20:06:21 -07:00
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Plots
task 3 done
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phase1_project23.pdf
phase 1 folder WiP
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phase1_query_images_for_the_report.pdf
phase 1 folder WiP
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README.md
task 3 done
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report_document.pdf
phase 1 folder WiP
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ResNet50_Architecture.txt
phase 1 folder WiP
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task_1.ipynb
task 3 done
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task_2.ipynb
task 3 done
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task_3.ipynb
task 3 done
2023-09-10 20:06:21 -07:00

README.md

Phase 1

Getting started: PyTorch, Caltech101 dataset, ResNet50 and similarity measures

  • Refer phase1_project23.pdf for problem description
  • For task 3, the best distance measures seem to be:
    • Color moments - Pearson (faces especially)
    • Histogram of oriented gradients (HOG) - Cosine similarity
    • ResNet50 (avgpool, layer3, fc) - unsatisfactory results for all, simply used euclidean