Reduanul1997 commited on
Commit
9d6c29d
·
verified ·
1 Parent(s): d0c3fdc

Archive SE Attention 3D U-Net validation evaluation artifacts

Browse files
evaluation/se_attention_evaluation_results.json CHANGED
@@ -13,114 +13,114 @@
13
  "3": "Enhancing Tumor"
14
  },
15
  "foreground_macro_metrics": {
16
- "Dice": 0.751161122192792,
17
- "IoU": 0.610363120023954,
18
- "Precision": 0.7985494716544408,
19
- "Recall": 0.7203059913692811,
20
- "Sensitivity": 0.7203059913692811
21
  },
22
  "tumor_metrics": {
23
- "Dice": 0.9221925209405566,
24
- "IoU": 0.8556189661490515,
25
- "Precision": 0.9457929635760306,
26
- "Recall": 0.8997412111319005,
27
- "Sensitivity": 0.8997412111319005,
28
- "FNR": 0.10025878886809707,
29
- "FPR": 0.014009904452834464,
30
- "TP": 3728802,
31
- "TN": 15040639,
32
- "FP": 213712,
33
- "FN": 415503
34
  },
35
  "per_class_metrics": {
36
  "0": {
37
  "class_name": "Background",
38
- "TP": 15040639,
39
- "TN": 3728802,
40
- "FP": 415503,
41
- "FN": 213712,
42
- "Dice": 0.9795114002240208,
43
- "IoU": 0.9598455097284244,
44
- "Precision": 0.9731172889068949,
45
- "Recall": 0.9859900955471649,
46
- "Sensitivity": 0.9859900955471649,
47
- "FNR": 0.014009904452834464,
48
- "FPR": 0.10025878886809707
49
  },
50
  "1": {
51
  "class_name": "NCR/NET",
52
- "TP": 520988,
53
- "TN": 18234585,
54
- "FP": 161303,
55
- "FN": 481780,
56
- "Dice": 0.6183617309542241,
57
- "IoU": 0.44755689300738144,
58
- "Precision": 0.7635862117483484,
59
- "Recall": 0.5195498859157799,
60
- "Sensitivity": 0.5195498859157799,
61
- "FNR": 0.4804501140842101,
62
- "FPR": 0.008768426944108374
63
  },
64
  "2": {
65
  "class_name": "Edema",
66
- "TP": 1902212,
67
- "TN": 16549012,
68
- "FP": 555827,
69
- "FN": 391605,
70
- "Dice": 0.8006185372620702,
71
- "IoU": 0.6675261892362673,
72
- "Precision": 0.7738738075351906,
73
- "Recall": 0.829278011279885,
74
- "Sensitivity": 0.829278011279885,
75
- "FNR": 0.17072198872011077,
76
- "FPR": 0.032495307322097544
77
  },
78
  "3": {
79
  "class_name": "Enhancing Tumor",
80
- "TP": 688425,
81
- "TN": 18437177,
82
- "FP": 113759,
83
- "FN": 159295,
84
- "Dice": 0.8345030983620815,
85
- "IoU": 0.7160062778282135,
86
- "Precision": 0.8581883956797834,
87
- "Recall": 0.8120900769121784,
88
- "Sensitivity": 0.8120900769121784,
89
- "FNR": 0.1879099230878098,
90
- "FPR": 0.006132251224412608
91
  }
92
  },
93
  "multiclass_confusion_matrix": [
94
  [
95
- 15040639,
96
- 11275,
97
- 181638,
98
- 20799
99
  ],
100
  [
101
- 106536,
102
- 520988,
103
- 318591,
104
- 56653
105
  ],
106
  [
107
- 255095,
108
- 100203,
109
- 1902212,
110
- 36307
111
  ],
112
  [
113
- 53872,
114
- 49825,
115
- 55598,
116
- 688425
117
  ]
118
  ],
119
  "tumor_binary_confusion_matrix": {
120
- "TN": 15040639,
121
- "FP": 213712,
122
- "FN": 415503,
123
- "TP": 3728802
124
  },
125
  "multiclass_confusion_matrix_image": "/kaggle/working/se_attention_3dunet_evaluation/se_attention_multiclass_confusion_matrix.png",
126
  "tumor_confusion_matrix_image": "/kaggle/working/se_attention_3dunet_evaluation/se_attention_tumor_background_confusion_matrix.png"
 
13
  "3": "Enhancing Tumor"
14
  },
15
  "foreground_macro_metrics": {
16
+ "Dice": 0.7610692589733999,
17
+ "IoU": 0.6221029962007719,
18
+ "Precision": 0.8114060556626961,
19
+ "Recall": 0.7258300177342824,
20
+ "Sensitivity": 0.7258300177342824
21
  },
22
  "tumor_metrics": {
23
+ "Dice": 0.9216496372309628,
24
+ "IoU": 0.8546847750524318,
25
+ "Precision": 0.9470200761359134,
26
+ "Recall": 0.897603068027069,
27
+ "Sensitivity": 0.897603068027069,
28
+ "FNR": 0.1023969319729286,
29
+ "FPR": 0.013822529972448414,
30
+ "TP": 3758431,
31
+ "TN": 15001209,
32
+ "FP": 210261,
33
+ "FN": 428755
34
  },
35
  "per_class_metrics": {
36
  "0": {
37
  "class_name": "Background",
38
+ "TP": 15001209,
39
+ "TN": 3758431,
40
+ "FP": 428755,
41
+ "FN": 210261,
42
+ "Dice": 0.9791453624526838,
43
+ "IoU": 0.9591427872680854,
44
+ "Precision": 0.9722128321232629,
45
+ "Recall": 0.986177470027551,
46
+ "Sensitivity": 0.986177470027551,
47
+ "FNR": 0.013822529972448414,
48
+ "FPR": 0.1023969319729286
49
  },
50
  "1": {
51
  "class_name": "NCR/NET",
52
+ "TP": 530268,
53
+ "TN": 18267064,
54
+ "FP": 157918,
55
+ "FN": 443406,
56
+ "Dice": 0.6381620593792459,
57
+ "IoU": 0.46860352494538254,
58
+ "Precision": 0.7705300601872056,
59
+ "Recall": 0.5446052785634561,
60
+ "Sensitivity": 0.5446052785634561,
61
+ "FNR": 0.45539472143653364,
62
+ "FPR": 0.008570863189988457
63
  },
64
  "2": {
65
  "class_name": "Edema",
66
+ "TP": 1877526,
67
+ "TN": 16621473,
68
+ "FP": 530994,
69
+ "FN": 368663,
70
+ "Dice": 0.8067211075923311,
71
+ "IoU": 0.6760541167074671,
72
+ "Precision": 0.7795351502167275,
73
+ "Recall": 0.8358717810478067,
74
+ "Sensitivity": 0.8358717810478067,
75
+ "FNR": 0.16412821895218896,
76
+ "FPR": 0.030957296113731023
77
  },
78
  "3": {
79
  "class_name": "Enhancing Tumor",
80
+ "TP": 770969,
81
+ "TN": 18330316,
82
+ "FP": 101017,
83
+ "FN": 196354,
84
+ "Dice": 0.8383246099486229,
85
+ "IoU": 0.7216513469494662,
86
+ "Precision": 0.8841529565841552,
87
+ "Recall": 0.7970129935915842,
88
+ "Sensitivity": 0.7970129935915842,
89
+ "FNR": 0.20298700640840542,
90
+ "FPR": 0.005480721334696733
91
  }
92
  },
93
  "multiclass_confusion_matrix": [
94
  [
95
+ 15001209,
96
+ 8869,
97
+ 181206,
98
+ 20186
99
  ],
100
  [
101
+ 102385,
102
+ 530268,
103
+ 287258,
104
+ 53763
105
  ],
106
  [
107
+ 253027,
108
+ 88568,
109
+ 1877526,
110
+ 27068
111
  ],
112
  [
113
+ 73343,
114
+ 60481,
115
+ 62530,
116
+ 770969
117
  ]
118
  ],
119
  "tumor_binary_confusion_matrix": {
120
+ "TN": 15001209,
121
+ "FP": 210261,
122
+ "FN": 428755,
123
+ "TP": 3758431
124
  },
125
  "multiclass_confusion_matrix_image": "/kaggle/working/se_attention_3dunet_evaluation/se_attention_multiclass_confusion_matrix.png",
126
  "tumor_confusion_matrix_image": "/kaggle/working/se_attention_3dunet_evaluation/se_attention_tumor_background_confusion_matrix.png"