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Notebooks Classifier

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DiogoCosta18
2026-05-06 00:42:20 +01:00
parent 920cc983c4
commit bed9be0b17
39 changed files with 7648 additions and 1934 deletions
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classifier/notebooks/01_eda.ipynb
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classifier/notebooks/02_preprocessing.ipynb
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classifier/notebooks/03_phase1_analysis.ipynb
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classifier/notebooks/04_phase2_analysis.ipynb
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classifier/notebooks/05_gradcam_analysis.ipynb
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classifier/outputs/analysis/gradcam/gradcam_artifact_summary.csv
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run,n_candidates,n_images,heldout_source,candidate_auc,candidate_acc,panel_path,expanded_panel_path
p1_simplecnn_baseline,192,10,,0.8378182870370371,0.7395833333333334,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p1_simplecnn_baseline\panel.png,
p1_resnet18_baseline,192,10,,0.9769965277777778,0.9270833333333334,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p1_resnet18_baseline\panel.png,
p2a_t1_original,192,10,,0.9984085648148149,0.9895833333333334,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2a_t1_original\panel.png,
p2a_t2_real_norm,192,10,,0.9939236111111112,0.9791666666666666,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2a_t2_real_norm\panel.png,
p2a_t3_holdout_text2img,240,10,text2img,0.9264322916666667,0.775,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2a_t3_holdout_text2img\panel.png,
p2a_t3_holdout_inpainting,240,10,inpainting,0.9819878472222222,0.9333333333333333,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2a_t3_holdout_inpainting\panel.png,
p2a_t3_holdout_insight,240,10,insight,0.9549696180555556,0.7625,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2a_t3_holdout_insight\panel.png,
p2b_simplecnn_224,192,10,,0.8207465277777778,0.7447916666666666,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2b_simplecnn_224\panel.png,
p2b_resnet18_224,192,10,,0.9984085648148149,0.9895833333333334,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2b_resnet18_224\panel.png,
p2c_simplecnn_facecrop,192,10,,0.8058449074074073,0.7552083333333334,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2c_simplecnn_facecrop\panel.png,
p2c_resnet18_facecrop,192,16,,0.9911747685185185,0.890625,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2c_resnet18_facecrop\panel.png,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2c_resnet18_facecrop\panel_expanded.png
p2d_simplecnn_aug,192,10,,0.7565104166666666,0.65625,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2d_simplecnn_aug\panel.png,
p2d_resnet18_aug,192,10,,0.9733796296296297,0.9270833333333334,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2d_resnet18_aug\panel.png,
p2e_simplecnn_facecrop_aug,192,10,,0.7358217592592592,0.6510416666666666,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2e_simplecnn_facecrop_aug\panel.png,
p2e_resnet18_facecrop_aug,192,10,,0.9910300925925927,0.9322916666666666,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2e_resnet18_facecrop_aug\panel.png,
1 run n_candidates n_images heldout_source candidate_auc candidate_acc panel_path expanded_panel_path
2 p1_simplecnn_baseline 192 10 0.8378182870370371 0.7395833333333334 c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p1_simplecnn_baseline\panel.png
3 p1_resnet18_baseline 192 10 0.9769965277777778 0.9270833333333334 c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p1_resnet18_baseline\panel.png
4 p2a_t1_original 192 10 0.9984085648148149 0.9895833333333334 c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2a_t1_original\panel.png
5 p2a_t2_real_norm 192 10 0.9939236111111112 0.9791666666666666 c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2a_t2_real_norm\panel.png
6 p2a_t3_holdout_text2img 240 10 text2img 0.9264322916666667 0.775 c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2a_t3_holdout_text2img\panel.png
7 p2a_t3_holdout_inpainting 240 10 inpainting 0.9819878472222222 0.9333333333333333 c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2a_t3_holdout_inpainting\panel.png
8 p2a_t3_holdout_insight 240 10 insight 0.9549696180555556 0.7625 c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2a_t3_holdout_insight\panel.png
9 p2b_simplecnn_224 192 10 0.8207465277777778 0.7447916666666666 c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2b_simplecnn_224\panel.png
10 p2b_resnet18_224 192 10 0.9984085648148149 0.9895833333333334 c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2b_resnet18_224\panel.png
11 p2c_simplecnn_facecrop 192 10 0.8058449074074073 0.7552083333333334 c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2c_simplecnn_facecrop\panel.png
12 p2c_resnet18_facecrop 192 16 0.9911747685185185 0.890625 c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2c_resnet18_facecrop\panel.png c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2c_resnet18_facecrop\panel_expanded.png
13 p2d_simplecnn_aug 192 10 0.7565104166666666 0.65625 c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2d_simplecnn_aug\panel.png
14 p2d_resnet18_aug 192 10 0.9733796296296297 0.9270833333333334 c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2d_resnet18_aug\panel.png
15 p2e_simplecnn_facecrop_aug 192 10 0.7358217592592592 0.6510416666666666 c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2e_simplecnn_facecrop_aug\panel.png
16 p2e_resnet18_facecrop_aug 192 10 0.9910300925925927 0.9322916666666666 c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\p2e_resnet18_facecrop_aug\panel.png
classifier/outputs/analysis/gradcam/gradcam_evolution_panels.csv
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panel,path
architecture capacity,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\evolution\05_evolution_architecture_capacity.png
resnet pipeline,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\evolution\05_evolution_resnet_pipeline.png
simplecnn pipeline,c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\evolution\05_evolution_simplecnn_pipeline.png
1 panel path
2 architecture capacity c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\evolution\05_evolution_architecture_capacity.png
3 resnet pipeline c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\evolution\05_evolution_resnet_pipeline.png
4 simplecnn pipeline c:\Users\diogo\Documents\MIA_UP\2_Semestre\DRL\DRL_2\DRL_PROJ\classifier\outputs\gradcam\evolution\05_evolution_simplecnn_pipeline.png
classifier/outputs/analysis/gradcam/p1_resnet18_baseline_summary.json
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classifier/outputs/analysis/gradcam/p1_simplecnn_baseline_summary.json
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classifier/outputs/analysis/phase2_story_summary.json
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