Tchak91 commited on
Commit
416f847
·
verified ·
1 Parent(s): f67d2cd

Training results - 20251126_101913

Browse files
.gitattributes CHANGED
@@ -49,3 +49,7 @@ checkpoint_epoch_048.keras filter=lfs diff=lfs merge=lfs -text
49
  training_results/model_20251126_091410.keras filter=lfs diff=lfs merge=lfs -text
50
  checkpoint_epoch_051.keras filter=lfs diff=lfs merge=lfs -text
51
  checkpoint_epoch_054.keras filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
49
  training_results/model_20251126_091410.keras filter=lfs diff=lfs merge=lfs -text
50
  checkpoint_epoch_051.keras filter=lfs diff=lfs merge=lfs -text
51
  checkpoint_epoch_054.keras filter=lfs diff=lfs merge=lfs -text
52
+ training_results/model_20251126_095445.keras filter=lfs diff=lfs merge=lfs -text
53
+ training_results/model_20251126_100102.keras filter=lfs diff=lfs merge=lfs -text
54
+ training_results/roc_curves_20251126_091410.png filter=lfs diff=lfs merge=lfs -text
55
+ training_results/threshold_optimization_20251126_091410.png filter=lfs diff=lfs merge=lfs -text
training_results/confusion_matrices_20251126_091410.png ADDED
training_results/evaluation_metrics_20251126_091410.csv ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ Class,Precision,Recall,F1-Score,ROC-AUC,Support
2
+ Myocarditis,0.8486238532110092,0.8726415094339622,0.8604651162790697,0.9892862619453897,212
3
+ Cardiomyopathy,0.9285714285714286,0.9285714285714286,0.9285714285714286,0.9999221910986617,28
4
+ Kawasaki,0.6666666666666666,0.5945945945945946,0.6285714285714286,0.9713580650136542,37
5
+ CHD,0.7751277683134583,0.875,0.8220415537488708,0.9813925184404637,520
6
+ Healthy,0.9804458349628471,0.9646017699115044,0.9724592707525214,0.9794453324630699,5198
training_results/metrics_summary_20251126_091410.png ADDED
training_results/model_20251126_095445.keras ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9db88ac849693d0feaf5cc6f52db27784a7704b3eb370ff76c47ddbde2b274a7
3
+ size 5990753
training_results/model_20251126_100102.keras ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b6333baa45acea6020f4da99d5304b7c2ae6dce97e0eee252e48c9fb46752480
3
+ size 5990765
training_results/predictions_20251126_091410.npz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cd03ce6b2f019c8dfd4036d5bd3a858e8e3b5e4dbc8b1cd0a4c97545be5217df
3
+ size 480356
training_results/results_20251126_091410.json ADDED
@@ -0,0 +1,57 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "timestamp": "20251126_091410",
3
+ "disease_classes": [
4
+ "Myocarditis",
5
+ "Cardiomyopathy",
6
+ "Kawasaki",
7
+ "CHD",
8
+ "Healthy"
9
+ ],
10
+ "epochs_trained": 14,
11
+ "test_samples": 5995,
12
+ "global_metrics": {
13
+ "hamming_loss": 0.019049207673060883,
14
+ "exact_match_accuracy": 0.9499582985821518,
15
+ "subset_accuracy": 0.9505421184320267,
16
+ "micro_f1": 0.9523173277661795,
17
+ "macro_f1": 0.7895418234124423,
18
+ "mean_roc_auc": 0.9842808737922477
19
+ },
20
+ "per_class_metrics": {
21
+ "Myocarditis": {
22
+ "precision": 0.8486238532110092,
23
+ "recall": 0.8726415094339622,
24
+ "f1_score": 0.8604651162790697,
25
+ "roc_auc": 0.9892862619453897,
26
+ "support": 212
27
+ },
28
+ "Cardiomyopathy": {
29
+ "precision": 0.9285714285714286,
30
+ "recall": 0.9285714285714286,
31
+ "f1_score": 0.9285714285714286,
32
+ "roc_auc": 0.9999221910986617,
33
+ "support": 28
34
+ },
35
+ "Kawasaki": {
36
+ "precision": 0.6666666666666666,
37
+ "recall": 0.5945945945945946,
38
+ "f1_score": 0.6285714285714286,
39
+ "roc_auc": 0.9713580650136542,
40
+ "support": 37
41
+ },
42
+ "CHD": {
43
+ "precision": 0.7751277683134583,
44
+ "recall": 0.875,
45
+ "f1_score": 0.8220415537488708,
46
+ "roc_auc": 0.9813925184404637,
47
+ "support": 520
48
+ },
49
+ "Healthy": {
50
+ "precision": 0.9804458349628471,
51
+ "recall": 0.9646017699115044,
52
+ "f1_score": 0.9724592707525214,
53
+ "roc_auc": 0.9794453324630699,
54
+ "support": 5198
55
+ }
56
+ }
57
+ }
training_results/roc_curves_20251126_091410.png ADDED

Git LFS Details

  • SHA256: 69225ce78cf1c1bae4677c19b60af014ed95453eb0b624bb1f3292d7256b7553
  • Pointer size: 131 Bytes
  • Size of remote file: 156 kB
training_results/threshold_comparison_20251126_091410.csv ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Strategy,Class,Threshold,Precision,Recall,F1-Score
2
+ Baseline (0.5),Myocarditis,0.5,0.8486238532110092,0.8726415094339622,0.8604651162790697
3
+ Baseline (0.5),Cardiomyopathy,0.5,0.9285714285714286,0.9285714285714286,0.9285714285714286
4
+ Baseline (0.5),Kawasaki,0.5,0.6666666666666666,0.5945945945945946,0.6285714285714286
5
+ Baseline (0.5),CHD,0.5,0.7751277683134583,0.875,0.8220415537488708
6
+ Baseline (0.5),Healthy,0.5,0.9804458349628471,0.9646017699115044,0.9724592707525214
7
+ F1-Maximization,Myocarditis,0.7399999999999997,0.9197860962566845,0.8113207547169812,0.8621553884711779
8
+ F1-Maximization,Cardiomyopathy,0.8199999999999996,0.9230769230769231,0.8571428571428571,0.8888888888888888
9
+ F1-Maximization,Kawasaki,0.3799999999999999,0.6388888888888888,0.6216216216216216,0.6301369863013698
10
+ F1-Maximization,CHD,0.7699999999999997,0.9034334763948498,0.8096153846153846,0.8539553752535497
11
+ F1-Maximization,Healthy,0.24999999999999992,0.9726599582304918,0.9855713736052328,0.9790731008122312
12
+ Youden's J,Myocarditis,0.1,0.625,0.9198113207547169,0.7442748091603053
13
+ Youden's J,Cardiomyopathy,0.2599999999999999,0.875,1.0,0.9333333333333333
14
+ Youden's J,Kawasaki,0.21999999999999995,0.45098039215686275,0.6216216216216216,0.5227272727272727
15
+ Youden's J,CHD,0.30999999999999994,0.6802325581395349,0.9,0.7748344370860927
16
+ Youden's J,Healthy,0.6299999999999997,0.9831081081081081,0.9517121969988457,0.9671554252199414
17
+ Recall-Prioritized,Myocarditis,0.7400000000000002,0.9197860962566845,0.8113207547169812,0.8621553884711779
18
+ Recall-Prioritized,Cardiomyopathy,0.8200000000000002,0.9230769230769231,0.8571428571428571,0.8888888888888888
19
+ Recall-Prioritized,Kawasaki,0.05,0.25263157894736843,0.6486486486486487,0.36363636363636365
20
+ Recall-Prioritized,CHD,0.7700000000000002,0.9034334763948498,0.8096153846153846,0.8539553752535497
21
+ Recall-Prioritized,Healthy,0.25000000000000006,0.9726599582304918,0.9855713736052328,0.9790731008122312
training_results/threshold_optimization_20251126_091410.json ADDED
@@ -0,0 +1,199 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "timestamp": "20251126_091410",
3
+ "disease_classes": [
4
+ "Myocarditis",
5
+ "Cardiomyopathy",
6
+ "Kawasaki",
7
+ "CHD",
8
+ "Healthy"
9
+ ],
10
+ "optimized_thresholds": {
11
+ "f1_max": {
12
+ "Myocarditis": 0.7399999999999997,
13
+ "Cardiomyopathy": 0.8199999999999996,
14
+ "Kawasaki": 0.3799999999999999,
15
+ "CHD": 0.7699999999999997,
16
+ "Healthy": 0.24999999999999992
17
+ },
18
+ "youden": {
19
+ "Myocarditis": 0.1,
20
+ "Cardiomyopathy": 0.2599999999999999,
21
+ "Kawasaki": 0.21999999999999995,
22
+ "CHD": 0.30999999999999994,
23
+ "Healthy": 0.6299999999999997
24
+ },
25
+ "recall_priority": {
26
+ "Myocarditis": 0.7400000000000002,
27
+ "Cardiomyopathy": 0.8200000000000002,
28
+ "Kawasaki": 0.05,
29
+ "CHD": 0.7700000000000002,
30
+ "Healthy": 0.25000000000000006
31
+ }
32
+ },
33
+ "comparison": {
34
+ "Baseline (0.5)": {
35
+ "global_metrics": {
36
+ "hamming_loss": 0.019049207673060883,
37
+ "exact_match": 0.9499582985821518,
38
+ "subset_accuracy": 0.9505421184320267,
39
+ "micro_f1": 0.9523173277661795,
40
+ "macro_f1": 0.8424217595846638
41
+ },
42
+ "per_class_metrics": {
43
+ "Myocarditis": {
44
+ "precision": 0.8486238532110092,
45
+ "recall": 0.8726415094339622,
46
+ "f1": 0.8604651162790697,
47
+ "threshold": 0.5
48
+ },
49
+ "Cardiomyopathy": {
50
+ "precision": 0.9285714285714286,
51
+ "recall": 0.9285714285714286,
52
+ "f1": 0.9285714285714286,
53
+ "threshold": 0.5
54
+ },
55
+ "Kawasaki": {
56
+ "precision": 0.6666666666666666,
57
+ "recall": 0.5945945945945946,
58
+ "f1": 0.6285714285714286,
59
+ "threshold": 0.5
60
+ },
61
+ "CHD": {
62
+ "precision": 0.7751277683134583,
63
+ "recall": 0.875,
64
+ "f1": 0.8220415537488708,
65
+ "threshold": 0.5
66
+ },
67
+ "Healthy": {
68
+ "precision": 0.9804458349628471,
69
+ "recall": 0.9646017699115044,
70
+ "f1": 0.9724592707525214,
71
+ "threshold": 0.5
72
+ }
73
+ }
74
+ },
75
+ "F1-Maximization": {
76
+ "global_metrics": {
77
+ "hamming_loss": 0.015045871559633028,
78
+ "exact_match": 0.9587989991659717,
79
+ "subset_accuracy": 0.9600500417014178,
80
+ "micro_f1": 0.9623444936127578,
81
+ "macro_f1": 0.8428419479454435
82
+ },
83
+ "per_class_metrics": {
84
+ "Myocarditis": {
85
+ "precision": 0.9197860962566845,
86
+ "recall": 0.8113207547169812,
87
+ "f1": 0.8621553884711779,
88
+ "threshold": 0.7399999999999997
89
+ },
90
+ "Cardiomyopathy": {
91
+ "precision": 0.9230769230769231,
92
+ "recall": 0.8571428571428571,
93
+ "f1": 0.8888888888888888,
94
+ "threshold": 0.8199999999999996
95
+ },
96
+ "Kawasaki": {
97
+ "precision": 0.6388888888888888,
98
+ "recall": 0.6216216216216216,
99
+ "f1": 0.6301369863013698,
100
+ "threshold": 0.3799999999999999
101
+ },
102
+ "CHD": {
103
+ "precision": 0.9034334763948498,
104
+ "recall": 0.8096153846153846,
105
+ "f1": 0.8539553752535497,
106
+ "threshold": 0.7699999999999997
107
+ },
108
+ "Healthy": {
109
+ "precision": 0.9726599582304918,
110
+ "recall": 0.9855713736052328,
111
+ "f1": 0.9790731008122312,
112
+ "threshold": 0.24999999999999992
113
+ }
114
+ }
115
+ },
116
+ "Youden's J": {
117
+ "global_metrics": {
118
+ "hamming_loss": 0.02628857381150959,
119
+ "exact_match": 0.925604670558799,
120
+ "subset_accuracy": 0.9349457881567973,
121
+ "micro_f1": 0.9349298100743187,
122
+ "macro_f1": 0.788465055505389
123
+ },
124
+ "per_class_metrics": {
125
+ "Myocarditis": {
126
+ "precision": 0.625,
127
+ "recall": 0.9198113207547169,
128
+ "f1": 0.7442748091603053,
129
+ "threshold": 0.1
130
+ },
131
+ "Cardiomyopathy": {
132
+ "precision": 0.875,
133
+ "recall": 1.0,
134
+ "f1": 0.9333333333333333,
135
+ "threshold": 0.2599999999999999
136
+ },
137
+ "Kawasaki": {
138
+ "precision": 0.45098039215686275,
139
+ "recall": 0.6216216216216216,
140
+ "f1": 0.5227272727272727,
141
+ "threshold": 0.21999999999999995
142
+ },
143
+ "CHD": {
144
+ "precision": 0.6802325581395349,
145
+ "recall": 0.9,
146
+ "f1": 0.7748344370860927,
147
+ "threshold": 0.30999999999999994
148
+ },
149
+ "Healthy": {
150
+ "precision": 0.9831081081081081,
151
+ "recall": 0.9517121969988457,
152
+ "f1": 0.9671554252199414,
153
+ "threshold": 0.6299999999999997
154
+ }
155
+ }
156
+ },
157
+ "Recall-Prioritized": {
158
+ "global_metrics": {
159
+ "hamming_loss": 0.01694745621351126,
160
+ "exact_match": 0.9496246872393661,
161
+ "subset_accuracy": 0.9555462885738115,
162
+ "micro_f1": 0.9577932868062479,
163
+ "macro_f1": 0.7895418234124423
164
+ },
165
+ "per_class_metrics": {
166
+ "Myocarditis": {
167
+ "precision": 0.9197860962566845,
168
+ "recall": 0.8113207547169812,
169
+ "f1": 0.8621553884711779,
170
+ "threshold": 0.7400000000000002
171
+ },
172
+ "Cardiomyopathy": {
173
+ "precision": 0.9230769230769231,
174
+ "recall": 0.8571428571428571,
175
+ "f1": 0.8888888888888888,
176
+ "threshold": 0.8200000000000002
177
+ },
178
+ "Kawasaki": {
179
+ "precision": 0.25263157894736843,
180
+ "recall": 0.6486486486486487,
181
+ "f1": 0.36363636363636365,
182
+ "threshold": 0.05
183
+ },
184
+ "CHD": {
185
+ "precision": 0.9034334763948498,
186
+ "recall": 0.8096153846153846,
187
+ "f1": 0.8539553752535497,
188
+ "threshold": 0.7700000000000002
189
+ },
190
+ "Healthy": {
191
+ "precision": 0.9726599582304918,
192
+ "recall": 0.9855713736052328,
193
+ "f1": 0.9790731008122312,
194
+ "threshold": 0.25000000000000006
195
+ }
196
+ }
197
+ }
198
+ }
199
+ }
training_results/threshold_optimization_20251126_091410.png ADDED

Git LFS Details

  • SHA256: 803969f6c90ab4d6dd40b8dd2b9a476f223572f1a6d6eb7168ecb39c8ee21458
  • Pointer size: 131 Bytes
  • Size of remote file: 155 kB