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patient_leakage_detection/results/compare_patient_groupings.json
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rpotter6298 35cbd9ac3c 2026001
2026-07-01 17:35:58 +02:00

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{
"n_images": 1097,
"structure": {
"siamese": {
"n_groups": 110,
"min": 1,
"median": 4.0,
"mean": 9.972727272727273,
"max": 112,
"singletons": 25
},
"pca50": {
"n_groups": 110,
"min": 2,
"median": 9.0,
"mean": 9.972727272727273,
"max": 32,
"singletons": 0
},
"thumbnail": {
"n_groups": 110,
"min": 1,
"median": 8.5,
"mean": 9.972727272727273,
"max": 30,
"singletons": 1
}
},
"pairwise": {
"siamese_vs_pca50": {
"ARI": 0.4181618426201391,
"NMI": 0.8689785640560458,
"V": 0.8689785640560458
},
"siamese_vs_thumbnail": {
"ARI": 0.4147240727370461,
"NMI": 0.8703177137592031,
"V": 0.8703177137592032
},
"pca50_vs_thumbnail": {
"ARI": 0.7432698225746973,
"NMI": 0.9226193956118858,
"V": 0.9226193956118858
}
},
"per_class_ARI": {
"siamese_vs_pca50": {
"Benign": 0.1917309601351469,
"Malignant": 0.387952185974747,
"Normal": 0.5325854014848859
},
"siamese_vs_thumbnail": {
"Benign": 0.23555079431438128,
"Malignant": 0.38636842596539783,
"Normal": 0.5002427880113821
},
"pca50_vs_thumbnail": {
"Benign": 0.5478101559111155,
"Malignant": 0.77928612571208,
"Normal": 0.6875861344042246
}
},
"mean_ari_vs_others": {
"siamese": 0.41644295767859263,
"pca50": 0.5807158325974182,
"thumbnail": 0.5789969476558717
},
"most_distinct": "siamese"
}