2026001

2026-07-01 17:35:58 +02:00
parent 9bfcc0243b
commit 35cbd9ac3c
84 changed files with 8500 additions and 423 deletions
@@ -0,0 +1,69 @@
+{
+  "n_images": 1097,
+  "structure": {
+    "siamese": {
+      "n_groups": 110,
+      "min": 1,
+      "median": 4.0,
+      "mean": 9.972727272727273,
+      "max": 112,
+      "singletons": 25
+    },
+    "pca50": {
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+      "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": {
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+      "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": {
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+      "Malignant": 0.38636842596539783,
+      "Normal": 0.5002427880113821
+    },
+    "pca50_vs_thumbnail": {
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+      "Malignant": 0.77928612571208,
+      "Normal": 0.6875861344042246
+    }
+  },
+  "mean_ari_vs_others": {
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+    "pca50": 0.5807158325974182,
+    "thumbnail": 0.5789969476558717
+  },
+  "most_distinct": "siamese"
+}