Hugging Face's logo

danaroth
/
hypnp_test_weights

Model card Files Community
Daniele Picone commited on
Commit
d8c4dfd
·
1 Parent(s): 48c7d20

Added data

Browse files
Files changed (7) hide show
  1. 20240617_145340/manifest.json +5 -0
  2. 20240617_145340/options.json +676 -0
  3. 20240617_145340/version_0/checkpoints/best.ckpt +3 -0
  4. 20240617_145340/version_0/checkpoints/last.ckpt +3 -0
  5. 20240617_145340/version_0/hparams.yaml +1 -0
  6. 20240617_145340/version_0/metrics.csv +3 -0
  7. README.md +11 -0
20240617_145340/manifest.json ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ {
2
+ "checkpoint_path": "version_0/checkpoints/best.ckpt",
3
+ "options_path": "options.json",
4
+ "version": "0.7.1"
5
+ }
20240617_145340/options.json ADDED
@@ -0,0 +1,676 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "backend": {
3
+ "id": "torch",
4
+ "device": "none"
5
+ },
6
+ "dataloader_training": {
7
+ "dataset_list": [
8
+ {
9
+ "image": {
10
+ "id": null,
11
+ "dataset": "botswana",
12
+ "dataset_id": 0
13
+ },
14
+ "preprocessing": {
15
+ "crop_row": [
16
+ 0,
17
+ 1092
18
+ ],
19
+ "crop_col": [
20
+ 0,
21
+ 256
22
+ ],
23
+ "crop_chn": null,
24
+ "crop_acq": null,
25
+ "select_chn": [
26
+ 19,
27
+ 13,
28
+ 6
29
+ ],
30
+ "normalize_intensity": true,
31
+ "equalize_dynamic": true,
32
+ "dynamic_range": [
33
+ 0.05,
34
+ 0.95
35
+ ]
36
+ }
37
+ },
38
+ {
39
+ "image": {
40
+ "id": null,
41
+ "dataset": "chikusei",
42
+ "dataset_id": 0
43
+ },
44
+ "preprocessing": {
45
+ "crop_row": [
46
+ 64,
47
+ 1664
48
+ ],
49
+ "crop_col": [
50
+ 64,
51
+ 2240
52
+ ],
53
+ "crop_chn": null,
54
+ "crop_acq": null,
55
+ "select_chn": [
56
+ 60,
57
+ 40,
58
+ 20
59
+ ],
60
+ "normalize_intensity": true,
61
+ "equalize_dynamic": true,
62
+ "dynamic_range": [
63
+ 0.05,
64
+ 0.95
65
+ ]
66
+ }
67
+ },
68
+ {
69
+ "image": {
70
+ "id": null,
71
+ "dataset": "cuprite",
72
+ "dataset_id": 0
73
+ },
74
+ "preprocessing": {
75
+ "crop_row": [
76
+ 0,
77
+ 512
78
+ ],
79
+ "crop_col": [
80
+ 0,
81
+ 486
82
+ ],
83
+ "crop_chn": null,
84
+ "crop_acq": null,
85
+ "select_chn": [
86
+ 46,
87
+ 23,
88
+ 13
89
+ ],
90
+ "normalize_intensity": true,
91
+ "equalize_dynamic": true,
92
+ "dynamic_range": [
93
+ 0.05,
94
+ 0.95
95
+ ]
96
+ }
97
+ },
98
+ {
99
+ "image": {
100
+ "id": null,
101
+ "dataset": "indian_pines",
102
+ "dataset_id": 1
103
+ },
104
+ "preprocessing": {
105
+ "crop_row": [
106
+ 0,
107
+ 145
108
+ ],
109
+ "crop_col": [
110
+ 0,
111
+ 145
112
+ ],
113
+ "crop_chn": null,
114
+ "crop_acq": null,
115
+ "select_chn": [
116
+ 44,
117
+ 22,
118
+ 12
119
+ ],
120
+ "normalize_intensity": true,
121
+ "equalize_dynamic": true,
122
+ "dynamic_range": [
123
+ 0.05,
124
+ 0.95
125
+ ]
126
+ }
127
+ },
128
+ {
129
+ "image": {
130
+ "id": null,
131
+ "dataset": "jasper_ridge",
132
+ "dataset_id": 1
133
+ },
134
+ "preprocessing": {
135
+ "crop_row": [
136
+ 0,
137
+ 100
138
+ ],
139
+ "crop_col": [
140
+ 0,
141
+ 100
142
+ ],
143
+ "crop_chn": null,
144
+ "crop_acq": null,
145
+ "select_chn": [
146
+ 43,
147
+ 20,
148
+ 10
149
+ ],
150
+ "normalize_intensity": true,
151
+ "equalize_dynamic": true,
152
+ "dynamic_range": [
153
+ 0.05,
154
+ 0.95
155
+ ]
156
+ }
157
+ },
158
+ {
159
+ "image": {
160
+ "id": null,
161
+ "dataset": "kennedy_space_center",
162
+ "dataset_id": 1
163
+ },
164
+ "preprocessing": {
165
+ "crop_row": [
166
+ 0,
167
+ 512
168
+ ],
169
+ "crop_col": [
170
+ 0,
171
+ 486
172
+ ],
173
+ "crop_chn": null,
174
+ "crop_acq": null,
175
+ "select_chn": [
176
+ 42,
177
+ 19,
178
+ 9
179
+ ],
180
+ "normalize_intensity": true,
181
+ "equalize_dynamic": true,
182
+ "dynamic_range": [
183
+ 0.05,
184
+ 0.95
185
+ ]
186
+ }
187
+ },
188
+ {
189
+ "image": {
190
+ "id": null,
191
+ "dataset": "pavia",
192
+ "dataset_id": 0
193
+ },
194
+ "preprocessing": {
195
+ "crop_row": [
196
+ 0,
197
+ 712
198
+ ],
199
+ "crop_col": [
200
+ 0,
201
+ 715
202
+ ],
203
+ "crop_chn": null,
204
+ "crop_acq": null,
205
+ "select_chn": [
206
+ 59,
207
+ 29,
208
+ 13
209
+ ],
210
+ "normalize_intensity": true,
211
+ "equalize_dynamic": true,
212
+ "dynamic_range": [
213
+ 0.05,
214
+ 0.95
215
+ ]
216
+ }
217
+ },
218
+ {
219
+ "image": {
220
+ "id": null,
221
+ "dataset": "salinas",
222
+ "dataset_id": 1
223
+ },
224
+ "preprocessing": {
225
+ "crop_row": [
226
+ 0,
227
+ 384
228
+ ],
229
+ "crop_col": [
230
+ 0,
231
+ 217
232
+ ],
233
+ "crop_chn": null,
234
+ "crop_acq": null,
235
+ "select_chn": [
236
+ 46,
237
+ 23,
238
+ 13
239
+ ],
240
+ "normalize_intensity": true,
241
+ "equalize_dynamic": true,
242
+ "dynamic_range": [
243
+ 0.05,
244
+ 0.95
245
+ ]
246
+ }
247
+ },
248
+ {
249
+ "image": {
250
+ "id": null,
251
+ "dataset": "samson",
252
+ "dataset_id": 0
253
+ },
254
+ "preprocessing": {
255
+ "crop_row": [
256
+ 0,
257
+ 95
258
+ ],
259
+ "crop_col": [
260
+ 0,
261
+ 95
262
+ ],
263
+ "crop_chn": null,
264
+ "crop_acq": null,
265
+ "select_chn": [
266
+ 85,
267
+ 50,
268
+ 10
269
+ ],
270
+ "normalize_intensity": true,
271
+ "equalize_dynamic": true,
272
+ "dynamic_range": [
273
+ 0.05,
274
+ 0.95
275
+ ]
276
+ }
277
+ },
278
+ {
279
+ "image": {
280
+ "id": null,
281
+ "dataset": "urban",
282
+ "dataset_id": 1
283
+ },
284
+ "preprocessing": {
285
+ "crop_row": [
286
+ 0,
287
+ 179
288
+ ],
289
+ "crop_col": [
290
+ 0,
291
+ 307
292
+ ],
293
+ "crop_chn": null,
294
+ "crop_acq": null,
295
+ "select_chn": [
296
+ 36,
297
+ 26,
298
+ 6
299
+ ],
300
+ "normalize_intensity": true,
301
+ "equalize_dynamic": true,
302
+ "dynamic_range": [
303
+ 0.05,
304
+ 0.95
305
+ ]
306
+ }
307
+ },
308
+ {
309
+ "image": {
310
+ "id": null,
311
+ "dataset": "washington_dc_mall",
312
+ "dataset_id": 0
313
+ },
314
+ "preprocessing": {
315
+ "crop_row": [
316
+ 0,
317
+ 191
318
+ ],
319
+ "crop_col": [
320
+ 0,
321
+ 896
322
+ ],
323
+ "crop_chn": null,
324
+ "crop_acq": null,
325
+ "select_chn": [
326
+ 40,
327
+ 30,
328
+ 10
329
+ ],
330
+ "normalize_intensity": true,
331
+ "equalize_dynamic": true,
332
+ "dynamic_range": [
333
+ 0.05,
334
+ 0.95
335
+ ]
336
+ }
337
+ }
338
+ ],
339
+ "patch_size": 64,
340
+ "stride": 64,
341
+ "horizontal": true,
342
+ "vertical": true,
343
+ "rotation": true
344
+ },
345
+ "dataloader_validation": {
346
+ "dataset_list": [
347
+ {
348
+ "image": {
349
+ "id": null,
350
+ "dataset": "botswana",
351
+ "dataset_id": 0
352
+ },
353
+ "preprocessing": {
354
+ "crop_row": [
355
+ 1092,
356
+ 1284
357
+ ],
358
+ "crop_col": [
359
+ 0,
360
+ 256
361
+ ],
362
+ "crop_chn": null,
363
+ "crop_acq": null,
364
+ "select_chn": [
365
+ 19,
366
+ 13,
367
+ 6
368
+ ],
369
+ "normalize_intensity": true,
370
+ "equalize_dynamic": true,
371
+ "dynamic_range": [
372
+ 0.05,
373
+ 0.95
374
+ ]
375
+ }
376
+ },
377
+ {
378
+ "image": {
379
+ "id": null,
380
+ "dataset": "chikusei",
381
+ "dataset_id": 0
382
+ },
383
+ "preprocessing": {
384
+ "crop_row": [
385
+ 1664,
386
+ 2048
387
+ ],
388
+ "crop_col": [
389
+ 64,
390
+ 2240
391
+ ],
392
+ "crop_chn": null,
393
+ "crop_acq": null,
394
+ "select_chn": [
395
+ 60,
396
+ 40,
397
+ 20
398
+ ],
399
+ "normalize_intensity": true,
400
+ "equalize_dynamic": true,
401
+ "dynamic_range": [
402
+ 0.05,
403
+ 0.95
404
+ ]
405
+ }
406
+ },
407
+ {
408
+ "image": {
409
+ "id": null,
410
+ "dataset": "cuprite",
411
+ "dataset_id": 0
412
+ },
413
+ "preprocessing": {
414
+ "crop_row": [
415
+ 0,
416
+ 512
417
+ ],
418
+ "crop_col": [
419
+ 486,
420
+ 550
421
+ ],
422
+ "crop_chn": null,
423
+ "crop_acq": null,
424
+ "select_chn": [
425
+ 46,
426
+ 23,
427
+ 13
428
+ ],
429
+ "normalize_intensity": true,
430
+ "equalize_dynamic": true,
431
+ "dynamic_range": [
432
+ 0.05,
433
+ 0.95
434
+ ]
435
+ }
436
+ },
437
+ {
438
+ "image": {
439
+ "id": null,
440
+ "dataset": "kennedy_space_center",
441
+ "dataset_id": 1
442
+ },
443
+ "preprocessing": {
444
+ "crop_row": [
445
+ 0,
446
+ 512
447
+ ],
448
+ "crop_col": [
449
+ 486,
450
+ 550
451
+ ],
452
+ "crop_chn": null,
453
+ "crop_acq": null,
454
+ "select_chn": [
455
+ 42,
456
+ 19,
457
+ 9
458
+ ],
459
+ "normalize_intensity": true,
460
+ "equalize_dynamic": true,
461
+ "dynamic_range": [
462
+ 0.05,
463
+ 0.95
464
+ ]
465
+ }
466
+ },
467
+ {
468
+ "image": {
469
+ "id": null,
470
+ "dataset": "pavia",
471
+ "dataset_id": 0
472
+ },
473
+ "preprocessing": {
474
+ "crop_row": [
475
+ 712,
476
+ 904
477
+ ],
478
+ "crop_col": [
479
+ 0,
480
+ 715
481
+ ],
482
+ "crop_chn": null,
483
+ "crop_acq": null,
484
+ "select_chn": [
485
+ 59,
486
+ 29,
487
+ 13
488
+ ],
489
+ "normalize_intensity": true,
490
+ "equalize_dynamic": true,
491
+ "dynamic_range": [
492
+ 0.05,
493
+ 0.95
494
+ ]
495
+ }
496
+ },
497
+ {
498
+ "image": {
499
+ "id": null,
500
+ "dataset": "salinas",
501
+ "dataset_id": 1
502
+ },
503
+ "preprocessing": {
504
+ "crop_row": [
505
+ 384,
506
+ 448
507
+ ],
508
+ "crop_col": [
509
+ 0,
510
+ 217
511
+ ],
512
+ "crop_chn": null,
513
+ "crop_acq": null,
514
+ "select_chn": [
515
+ 46,
516
+ 23,
517
+ 13
518
+ ],
519
+ "normalize_intensity": true,
520
+ "equalize_dynamic": true,
521
+ "dynamic_range": [
522
+ 0.05,
523
+ 0.95
524
+ ]
525
+ }
526
+ },
527
+ {
528
+ "image": {
529
+ "id": null,
530
+ "dataset": "urban",
531
+ "dataset_id": 1
532
+ },
533
+ "preprocessing": {
534
+ "crop_row": [
535
+ 179,
536
+ 243
537
+ ],
538
+ "crop_col": [
539
+ 0,
540
+ 307
541
+ ],
542
+ "crop_chn": null,
543
+ "crop_acq": null,
544
+ "select_chn": [
545
+ 36,
546
+ 26,
547
+ 6
548
+ ],
549
+ "normalize_intensity": true,
550
+ "equalize_dynamic": true,
551
+ "dynamic_range": [
552
+ 0.05,
553
+ 0.95
554
+ ]
555
+ }
556
+ },
557
+ {
558
+ "image": {
559
+ "id": null,
560
+ "dataset": "washington_dc_mall",
561
+ "dataset_id": 0
562
+ },
563
+ "preprocessing": {
564
+ "crop_row": [
565
+ 0,
566
+ 191
567
+ ],
568
+ "crop_col": [
569
+ 896,
570
+ 1088
571
+ ],
572
+ "crop_chn": null,
573
+ "crop_acq": null,
574
+ "select_chn": [
575
+ 40,
576
+ 30,
577
+ 10
578
+ ],
579
+ "normalize_intensity": true,
580
+ "equalize_dynamic": true,
581
+ "dynamic_range": [
582
+ 0.05,
583
+ 0.95
584
+ ]
585
+ }
586
+ }
587
+ ],
588
+ "patch_size": 64,
589
+ "stride": 64,
590
+ "horizontal": false,
591
+ "vertical": false,
592
+ "rotation": false
593
+ },
594
+ "model": {
595
+ "linear_id": "demosaicing",
596
+ "kernel_id": null,
597
+ "color_filter_id": 0,
598
+ "spectral_responses_id": null,
599
+ "spectral_responses_type": "multispectral",
600
+ "scale_ratio": null,
601
+ "lagrange_multipliers": []
602
+ },
603
+ "noise": {
604
+ "simulate": true,
605
+ "id": null,
606
+ "snr": null,
607
+ "mean_scaled_snr": true
608
+ },
609
+ "processing": {
610
+ "data_functional": "squared_l2",
611
+ "priors": [
612
+ {
613
+ "id": "pnp",
614
+ "unfolded_stages": 4,
615
+ "denoiser_deep": {
616
+ "id": "unet"
617
+ },
618
+ "regularization_parameter": 1.0,
619
+ "noise_level": 0.03
620
+ }
621
+ ],
622
+ "solver": {
623
+ "id": "admm",
624
+ "penalization_parameter_list": [
625
+ 1.0
626
+ ],
627
+ "penalization_parameter": 1.0,
628
+ "penalization_parameter_dual": 1.0,
629
+ "relaxation_parameter": 1.9,
630
+ "sub_problem_solver": "auto",
631
+ "max_iterations": 1,
632
+ "verbose": true,
633
+ "g_first": false,
634
+ "early_stop": false,
635
+ "nan_stop": false
636
+ }
637
+ },
638
+ "trainable_parameters": {
639
+ "regularization_parameter": false,
640
+ "noise_level": true,
641
+ "relaxation_parameter": true,
642
+ "penalization_parameter": true,
643
+ "penalization_parameter_dual": false
644
+ },
645
+ "training_options": {
646
+ "optimizer": "adam",
647
+ "optimizer_momentum": 0.9,
648
+ "learning_rate": 0.01,
649
+ "loss_validation": "mse",
650
+ "loss_test": [
651
+ "mse",
652
+ "ssim",
653
+ "psnr"
654
+ ],
655
+ "scheduler": {
656
+ "id": "reduce_on_plateau",
657
+ "max_iterations": 50,
658
+ "reduction_factor": 0.1,
659
+ "patience": 10,
660
+ "tolerance": 1e-6
661
+ }
662
+ },
663
+ "training_logger": {
664
+ "logger": "csv",
665
+ "maximum_time": "00:00:01:00",
666
+ "early_stopping_delta": 1e-6,
667
+ "early_stopping_patience": 20,
668
+ "tqdm_refresh_rate": 500,
669
+ "dataloader_options": {
670
+ "shuffle_train": true,
671
+ "shuffle_validation": false,
672
+ "num_workers": 0,
673
+ "batch_size": 4
674
+ }
675
+ }
676
+ }
20240617_145340/version_0/checkpoints/best.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:883b969a7a3d6942b256637039f7a6a2aaced5a7f4f982e1e81d924de900ec0e
3
+ size 13027358
20240617_145340/version_0/checkpoints/last.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8134f7405ea04179f5ec1af1c08a292076ac2053641f27a43c131d050f51572f
3
+ size 13027422
20240617_145340/version_0/hparams.yaml ADDED
@@ -0,0 +1 @@
 
 
1
+ {}
20240617_145340/version_0/metrics.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ epoch,loss training,loss validation,step
2
+ 0,0.12029197067022324,,38
3
+ 0,,265.5511169433594,38
README.md CHANGED
@@ -1,3 +1,14 @@
1
  ---
2
  license: mit
3
  ---
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
  license: mit
3
  ---
4
+
5
+
6
+ # Description
7
+
8
+ These weights are used for test for a library of hyperspectral image reconstruction.
9
+
10
+ # Copyrights
11
+
12
+ Daniele Picone
13
+ [email protected]
14
+ [email protected]