Files
patient_leakage_detection/results/task06_clustering_validation.json
T
rpotter6298 35cbd9ac3c 2026001
2026-07-01 17:35:58 +02:00

151 lines
4.4 KiB
JSON

{
"dataset": "Task06_Lung",
"n_patients": 63,
"n_slices": 3540,
"slices_per_patient": 10,
"all_slices": true,
"random_slices": true,
"seed": 42,
"methods": {
"thumbnail_64x64": {
"ARI": 0.29796172449326236,
"NMI": 0.6762977925745551,
"homogeneity": 0.6749507693602819,
"completeness": 0.6776502031446745,
"v_measure": 0.6762977925745552,
"cluster_purity": {
"median": 0.006779661016949152,
"mean": 0.007775087436104384,
"min": 0.003672316384180791,
"max": 0.01694915254237288,
"frac_gt_70": 0.0,
"frac_gt_90": 0.0
},
"dominant_capture": {
"median": 0.005649717514124294,
"mean": 0.006770693211371176,
"min": 0.0019774011299435027
}
},
"features_VGG16": {
"ARI": 0.25752977845774433,
"NMI": 0.6387724510004029,
"homogeneity": 0.6346040991748216,
"completeness": 0.6429959239291733,
"v_measure": 0.638772451000403,
"cluster_purity": {
"median": 0.0064971751412429375,
"mean": 0.007286342032104744,
"min": 0.002824858757062147,
"max": 0.014124293785310734,
"frac_gt_70": 0.0,
"frac_gt_90": 0.0
},
"dominant_capture": {
"median": 0.005084745762711864,
"mean": 0.006250560487848622,
"min": 0.0022598870056497176
}
},
"features_DenseNet121": {
"ARI": 0.2830074213473864,
"NMI": 0.6399794747034858,
"homogeneity": 0.6373804978038539,
"completeness": 0.6425997335109946,
"v_measure": 0.6399794747034859,
"cluster_purity": {
"median": 0.0064971751412429375,
"mean": 0.007447762532508295,
"min": 0.0019774011299435027,
"max": 0.017796610169491526,
"frac_gt_70": 0.0,
"frac_gt_90": 0.0
},
"dominant_capture": {
"median": 0.005649717514124294,
"mean": 0.006775177114160163,
"min": 0.0022598870056497176
}
},
"features_EfficientNetB1": {
"ARI": 0.24518407277228452,
"NMI": 0.6023771039464246,
"homogeneity": 0.6013989746958669,
"completeness": 0.6033584200844399,
"v_measure": 0.6023771039464246,
"cluster_purity": {
"median": 0.0064971751412429375,
"mean": 0.006918662003407767,
"min": 0.002542372881355932,
"max": 0.016101694915254237,
"frac_gt_70": 0.0,
"frac_gt_90": 0.0
},
"dominant_capture": {
"median": 0.004519774011299435,
"mean": 0.005851493139628732,
"min": 0.0019774011299435027
}
},
"features_MobileNetV2": {
"ARI": 0.22930407550375523,
"NMI": 0.5962965082158278,
"homogeneity": 0.5911426275134923,
"completeness": 0.6015410476089263,
"v_measure": 0.5962965082158279,
"cluster_purity": {
"median": 0.0062146892655367235,
"mean": 0.00685588736436194,
"min": 0.0019774011299435027,
"max": 0.01638418079096045,
"frac_gt_70": 0.0,
"frac_gt_90": 0.0
},
"dominant_capture": {
"median": 0.004519774011299435,
"mean": 0.006071204376289122,
"min": 0.001694915254237288
}
},
"features_ResNet50": {
"ARI": 0.31425357943429666,
"NMI": 0.6679639213211583,
"homogeneity": 0.666426843431343,
"completeness": 0.6695081059783261,
"v_measure": 0.6679639213211583,
"cluster_purity": {
"median": 0.0064971751412429375,
"mean": 0.007887185005829073,
"min": 0.002542372881355932,
"max": 0.01977401129943503,
"frac_gt_70": 0.0,
"frac_gt_90": 0.0
},
"dominant_capture": {
"median": 0.005932203389830509,
"mean": 0.007174244462380055,
"min": 0.0019774011299435027
}
},
"random_baseline": {
"ARI": 0.00022828855339970057,
"NMI": 0.14819729551651747,
"homogeneity": 0.14928435888387095,
"completeness": 0.1471259493213095,
"v_measure": 0.1481972955165175,
"cluster_purity": {
"median": 0.0011299435028248588,
"mean": 0.0011433952111918214,
"min": 0.000847457627118644,
"max": 0.001694915254237288,
"frac_gt_70": 0.0,
"frac_gt_90": 0.0
},
"dominant_capture": {
"median": 0.0011299435028248588,
"mean": 0.001040265447045108,
"min": 0.0005649717514124294
}
}
}
}