Hugging Face's logo

Datasets:
minhnguyent546
/
ICH-17-model-checkpoints

Dataset card Files
xet
Community
minhnguyent546 commited on
Commit
8225231
·
verified ·
1 Parent(s): a37e64d

add s222_densenet121_drop_10

Browse files
Files changed (12) hide show
  1. seed-222/fydvtkia-s222_densenet121_drop_10/metadata.yml +40 -0
  2. seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_17_f1_0.6202.pth +3 -0
  3. seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_18_f1_0.6253.pth +3 -0
  4. seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_20_accuracy_0.6551.pth +3 -0
  5. seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_20_f1_0.6283.pth +3 -0
  6. seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_21_accuracy_0.6518.pth +3 -0
  7. seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_21_f1_0.6273.pth +3 -0
  8. seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_23_accuracy_0.6518.pth +3 -0
  9. seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_23_f1_0.6284.pth +3 -0
  10. seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_33_accuracy_0.6452.pth +3 -0
  11. seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_34_accuracy_0.6469.pth +3 -0
  12. seed-222/fydvtkia-s222_densenet121_drop_10/test_results.json +269 -0
seed-222/fydvtkia-s222_densenet121_drop_10/metadata.yml ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ args:
2
+ best_checkpoint_metrics:
3
+ - accuracy
4
+ - f1
5
+ checkpoints_dir: ./checkpoints
6
+ dataset_dir: data/seed-222/ICH-17-processed-3-seed-222-drop-10
7
+ eval_batch_size: 64
8
+ from_checkpoint: null
9
+ gradient_accum_steps: 2
10
+ label_smoothing: 0.1
11
+ lr: 0.0001
12
+ max_grad_norm: 1.0
13
+ min_lr: 0.0
14
+ mixed_precision: fp16
15
+ model: densenet121
16
+ model_ema_decay: 0.9999
17
+ model_ema_warmup: false
18
+ num_epochs: 50
19
+ num_workers: 16
20
+ run_test_only: false
21
+ save_best_k: 5
22
+ scheduler_T_0: 10
23
+ scheduler_T_mult: 3
24
+ seed: 222
25
+ train_batch_size: 64
26
+ use_ema: false
27
+ use_mixup_cutmix: true
28
+ wandb_logging: true
29
+ wandb_name: s222_densenet121_drop_10
30
+ wandb_notes: null
31
+ wandb_project: soups
32
+ wandb_resume_id: null
33
+ wandb_tags: null
34
+ weight_decay: 0.001
35
+ wandb:
36
+ id: fydvtkia
37
+ name: s222_densenet121_drop_10
38
+ notes: null
39
+ project: soups
40
+ tags: !!python/tuple []
seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_17_f1_0.6202.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:dbf7ce01761889c31ba64ff02e46ead62413ba706e2ababf094c5125e3b60886
3
+ size 28503102
seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_18_f1_0.6253.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a58eab386c4b13f45959eb968ad8422e18db0e6c2816c534d861934bff0c7fe5
3
+ size 28503102
seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_20_accuracy_0.6551.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6800dba2c3d4d18f96a700bfaa5b0c2efc0a973683a1cc93fdb656d4eb35e020
3
+ size 28507500
seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_20_f1_0.6283.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:558262a9fd304b195f93421d99f434b48dd270bf28804041f5713a6aa1830ff9
3
+ size 28503102
seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_21_accuracy_0.6518.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0440a521e82840f0529643dd4dcf26460d9c5a14886107ceed86a59485bf124b
3
+ size 28507500
seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_21_f1_0.6273.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:79b0d64f396169eaf6ef44151c94c3ecd841481032babe5929481485136ad0ba
3
+ size 28503102
seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_23_accuracy_0.6518.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:40d12d432536924998dbb325f900f007a50d3176c6253e7af644c513ec01b7e6
3
+ size 28507500
seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_23_f1_0.6284.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1acae93b534fb45f24b327faff3f289b9d6234dd5918b856670360eb29aadc29
3
+ size 28503102
seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_33_accuracy_0.6452.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4787b77dd9b4d49341b519f142c85c5edcdc68ae7e3f9a47d9a221bba525ebcd
3
+ size 28507500
seed-222/fydvtkia-s222_densenet121_drop_10/model_epoch_34_accuracy_0.6469.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:af70ec7bcc81af95ebc28d8e0bdf655dc09fb235af9b59caf1d95ffc3ae49979
3
+ size 28507500
seed-222/fydvtkia-s222_densenet121_drop_10/test_results.json ADDED
@@ -0,0 +1,269 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "./checkpoints/2025-06-14_15-01-28/model_epoch_17_f1_0.6202.pth": {
3
+ "loss": "1.3907",
4
+ "accuracy": "0.6096",
5
+ "precision": "0.5710",
6
+ "recall": "0.5692",
7
+ "f1": "0.5633",
8
+ "per_class_accuracy": {
9
+ "1-ok": "0.6735",
10
+ "10-ok": "0.3939",
11
+ "11-ok": "0.7200",
12
+ "12-ok": "0.7966",
13
+ "13-ok": "0.5641",
14
+ "14-ok": "0.9756",
15
+ "15-ok": "0.6596",
16
+ "16-ok": "0.5152",
17
+ "17-ok": "0.9184",
18
+ "2-ok": "0.2778",
19
+ "3-ok": "0.9123",
20
+ "4-ok": "0.0833",
21
+ "5-ok": "0.6129",
22
+ "6-ok": "0.5122",
23
+ "7-ok": "0.4103",
24
+ "8-ok": "0.2778",
25
+ "9-ok": "0.3725"
26
+ }
27
+ },
28
+ "./checkpoints/2025-06-14_15-01-28/model_epoch_18_f1_0.6253.pth": {
29
+ "loss": "1.4075",
30
+ "accuracy": "0.6066",
31
+ "precision": "0.5610",
32
+ "recall": "0.5609",
33
+ "f1": "0.5565",
34
+ "per_class_accuracy": {
35
+ "1-ok": "0.6939",
36
+ "10-ok": "0.3939",
37
+ "11-ok": "0.6800",
38
+ "12-ok": "0.8305",
39
+ "13-ok": "0.5385",
40
+ "14-ok": "0.9512",
41
+ "15-ok": "0.5319",
42
+ "16-ok": "0.5455",
43
+ "17-ok": "0.9796",
44
+ "2-ok": "0.1667",
45
+ "3-ok": "0.8596",
46
+ "4-ok": "0.0833",
47
+ "5-ok": "0.5484",
48
+ "6-ok": "0.5366",
49
+ "7-ok": "0.4872",
50
+ "8-ok": "0.2778",
51
+ "9-ok": "0.4314"
52
+ }
53
+ },
54
+ "./checkpoints/2025-06-14_15-01-28/model_epoch_20_accuracy_0.6551.pth": {
55
+ "loss": "1.4002",
56
+ "accuracy": "0.6096",
57
+ "precision": "0.5638",
58
+ "recall": "0.5623",
59
+ "f1": "0.5579",
60
+ "per_class_accuracy": {
61
+ "1-ok": "0.7143",
62
+ "10-ok": "0.3030",
63
+ "11-ok": "0.6400",
64
+ "12-ok": "0.8136",
65
+ "13-ok": "0.5641",
66
+ "14-ok": "0.9512",
67
+ "15-ok": "0.5532",
68
+ "16-ok": "0.4545",
69
+ "17-ok": "0.9796",
70
+ "2-ok": "0.2222",
71
+ "3-ok": "0.8947",
72
+ "4-ok": "0.0833",
73
+ "5-ok": "0.5806",
74
+ "6-ok": "0.5366",
75
+ "7-ok": "0.5385",
76
+ "8-ok": "0.2778",
77
+ "9-ok": "0.4510"
78
+ }
79
+ },
80
+ "./checkpoints/2025-06-14_15-01-28/model_epoch_20_f1_0.6283.pth": {
81
+ "loss": "1.4002",
82
+ "accuracy": "0.6096",
83
+ "precision": "0.5638",
84
+ "recall": "0.5623",
85
+ "f1": "0.5579",
86
+ "per_class_accuracy": {
87
+ "1-ok": "0.7143",
88
+ "10-ok": "0.3030",
89
+ "11-ok": "0.6400",
90
+ "12-ok": "0.8136",
91
+ "13-ok": "0.5641",
92
+ "14-ok": "0.9512",
93
+ "15-ok": "0.5532",
94
+ "16-ok": "0.4545",
95
+ "17-ok": "0.9796",
96
+ "2-ok": "0.2222",
97
+ "3-ok": "0.8947",
98
+ "4-ok": "0.0833",
99
+ "5-ok": "0.5806",
100
+ "6-ok": "0.5366",
101
+ "7-ok": "0.5385",
102
+ "8-ok": "0.2778",
103
+ "9-ok": "0.4510"
104
+ }
105
+ },
106
+ "./checkpoints/2025-06-14_15-01-28/model_epoch_21_accuracy_0.6518.pth": {
107
+ "loss": "1.4209",
108
+ "accuracy": "0.6126",
109
+ "precision": "0.5633",
110
+ "recall": "0.5581",
111
+ "f1": "0.5557",
112
+ "per_class_accuracy": {
113
+ "1-ok": "0.6939",
114
+ "10-ok": "0.4242",
115
+ "11-ok": "0.5600",
116
+ "12-ok": "0.8475",
117
+ "13-ok": "0.4872",
118
+ "14-ok": "0.9512",
119
+ "15-ok": "0.6383",
120
+ "16-ok": "0.4242",
121
+ "17-ok": "1.0000",
122
+ "2-ok": "0.2222",
123
+ "3-ok": "0.8772",
124
+ "4-ok": "0.0833",
125
+ "5-ok": "0.5484",
126
+ "6-ok": "0.5854",
127
+ "7-ok": "0.4872",
128
+ "8-ok": "0.1667",
129
+ "9-ok": "0.4902"
130
+ }
131
+ },
132
+ "./checkpoints/2025-06-14_15-01-28/model_epoch_21_f1_0.6273.pth": {
133
+ "loss": "1.4209",
134
+ "accuracy": "0.6126",
135
+ "precision": "0.5633",
136
+ "recall": "0.5581",
137
+ "f1": "0.5557",
138
+ "per_class_accuracy": {
139
+ "1-ok": "0.6939",
140
+ "10-ok": "0.4242",
141
+ "11-ok": "0.5600",
142
+ "12-ok": "0.8475",
143
+ "13-ok": "0.4872",
144
+ "14-ok": "0.9512",
145
+ "15-ok": "0.6383",
146
+ "16-ok": "0.4242",
147
+ "17-ok": "1.0000",
148
+ "2-ok": "0.2222",
149
+ "3-ok": "0.8772",
150
+ "4-ok": "0.0833",
151
+ "5-ok": "0.5484",
152
+ "6-ok": "0.5854",
153
+ "7-ok": "0.4872",
154
+ "8-ok": "0.1667",
155
+ "9-ok": "0.4902"
156
+ }
157
+ },
158
+ "./checkpoints/2025-06-14_15-01-28/model_epoch_23_accuracy_0.6518.pth": {
159
+ "loss": "1.4040",
160
+ "accuracy": "0.6036",
161
+ "precision": "0.5575",
162
+ "recall": "0.5552",
163
+ "f1": "0.5500",
164
+ "per_class_accuracy": {
165
+ "1-ok": "0.6735",
166
+ "10-ok": "0.2727",
167
+ "11-ok": "0.6400",
168
+ "12-ok": "0.7966",
169
+ "13-ok": "0.5128",
170
+ "14-ok": "0.9756",
171
+ "15-ok": "0.5532",
172
+ "16-ok": "0.4848",
173
+ "17-ok": "1.0000",
174
+ "2-ok": "0.2222",
175
+ "3-ok": "0.9123",
176
+ "4-ok": "0.1111",
177
+ "5-ok": "0.5484",
178
+ "6-ok": "0.6341",
179
+ "7-ok": "0.4872",
180
+ "8-ok": "0.2222",
181
+ "9-ok": "0.3922"
182
+ }
183
+ },
184
+ "./checkpoints/2025-06-14_15-01-28/model_epoch_23_f1_0.6284.pth": {
185
+ "loss": "1.4040",
186
+ "accuracy": "0.6036",
187
+ "precision": "0.5575",
188
+ "recall": "0.5552",
189
+ "f1": "0.5500",
190
+ "per_class_accuracy": {
191
+ "1-ok": "0.6735",
192
+ "10-ok": "0.2727",
193
+ "11-ok": "0.6400",
194
+ "12-ok": "0.7966",
195
+ "13-ok": "0.5128",
196
+ "14-ok": "0.9756",
197
+ "15-ok": "0.5532",
198
+ "16-ok": "0.4848",
199
+ "17-ok": "1.0000",
200
+ "2-ok": "0.2222",
201
+ "3-ok": "0.9123",
202
+ "4-ok": "0.1111",
203
+ "5-ok": "0.5484",
204
+ "6-ok": "0.6341",
205
+ "7-ok": "0.4872",
206
+ "8-ok": "0.2222",
207
+ "9-ok": "0.3922"
208
+ }
209
+ },
210
+ "./checkpoints/2025-06-14_15-01-28/model_epoch_33_accuracy_0.6452.pth": {
211
+ "loss": "1.4333",
212
+ "accuracy": "0.6171",
213
+ "precision": "0.5742",
214
+ "recall": "0.5655",
215
+ "f1": "0.5637",
216
+ "per_class_accuracy": {
217
+ "1-ok": "0.7143",
218
+ "10-ok": "0.3030",
219
+ "11-ok": "0.6000",
220
+ "12-ok": "0.8136",
221
+ "13-ok": "0.4872",
222
+ "14-ok": "0.9756",
223
+ "15-ok": "0.5957",
224
+ "16-ok": "0.4848",
225
+ "17-ok": "0.9796",
226
+ "2-ok": "0.2222",
227
+ "3-ok": "0.9123",
228
+ "4-ok": "0.1111",
229
+ "5-ok": "0.5484",
230
+ "6-ok": "0.6341",
231
+ "7-ok": "0.5385",
232
+ "8-ok": "0.2222",
233
+ "9-ok": "0.4706"
234
+ }
235
+ },
236
+ "./checkpoints/2025-06-14_15-01-28/model_epoch_34_accuracy_0.6469.pth": {
237
+ "loss": "1.4377",
238
+ "accuracy": "0.6051",
239
+ "precision": "0.5626",
240
+ "recall": "0.5551",
241
+ "f1": "0.5524",
242
+ "per_class_accuracy": {
243
+ "1-ok": "0.7347",
244
+ "10-ok": "0.2727",
245
+ "11-ok": "0.6000",
246
+ "12-ok": "0.8305",
247
+ "13-ok": "0.4872",
248
+ "14-ok": "0.9756",
249
+ "15-ok": "0.5745",
250
+ "16-ok": "0.4848",
251
+ "17-ok": "0.9796",
252
+ "2-ok": "0.2222",
253
+ "3-ok": "0.8421",
254
+ "4-ok": "0.1111",
255
+ "5-ok": "0.5484",
256
+ "6-ok": "0.5610",
257
+ "7-ok": "0.5385",
258
+ "8-ok": "0.2222",
259
+ "9-ok": "0.4510"
260
+ }
261
+ },
262
+ "best_results": {
263
+ "loss": "1.4333",
264
+ "accuracy": "0.6171",
265
+ "precision": "0.5742",
266
+ "recall": "0.5655",
267
+ "f1": "0.5637"
268
+ }
269
+ }