File size: 13,906 Bytes
54dd6c7
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
{
  "timestamp": "2026-04-04T15:40:20",
  "canonical_output_dir": "/content/krishi_yolo_train/hf_dataset",
  "elapsed_seconds": 348.6,
  "sources": [
    {
      "images_processed": 8764,
      "labels_written": 8764,
      "classes_found": {
        "6": 8792
      },
      "unmapped_classes": [],
      "auto_mapped_classes": [],
      "errors": 129,
      "source_name": "tomato_yolov8_kaggle",
      "source_type": "kaggle",
      "source_handle": "vasantharank/tomato-leaf-disease-detection-yolov8-dataset"
    },
    {
      "images_processed": 2193,
      "labels_written": 2193,
      "classes_found": {
        "1": 40672
      },
      "unmapped_classes": [],
      "auto_mapped_classes": [],
      "errors": 0,
      "source_name": "rice_panicle_bangladesh_kaggle",
      "source_type": "kaggle",
      "source_handle": "rifat963/annotated-rice-panicle-image-from-bangladesh"
    },
    {
      "images_processed": 3543,
      "labels_written": 3543,
      "classes_found": {
        "0": 6818
      },
      "unmapped_classes": [],
      "auto_mapped_classes": [],
      "errors": 24,
      "source_name": "rice_leaf_kaggle",
      "source_type": "kaggle",
      "source_handle": "hadiurrahmannabil/rice-leaf-spot-disease-annotated-dataset"
    },
    {
      "images_processed": 4446,
      "labels_written": 4446,
      "classes_found": {
        "1": 95289
      },
      "unmapped_classes": [],
      "auto_mapped_classes": [],
      "errors": 0,
      "source_name": "rice_panicle_roboflow",
      "source_type": "roboflow",
      "source_handle": "0o-mv2zu/rice-panicle-dataset-wxdyx/1"
    },
    {
      "images_processed": 24,
      "labels_written": 24,
      "classes_found": {
        "2": 481
      },
      "unmapped_classes": [],
      "auto_mapped_classes": [],
      "errors": 0,
      "source_name": "rice_grain_roboflow",
      "source_type": "roboflow",
      "source_handle": "identify-rice-type/rice-grain-detection-dycoc/1"
    },
    {
      "images_processed": 956,
      "labels_written": 956,
      "classes_found": {
        "5": 1199
      },
      "unmapped_classes": [],
      "auto_mapped_classes": [],
      "errors": 0,
      "source_name": "potato_leaf_roboflow",
      "source_type": "roboflow",
      "source_handle": "potato-leaf-diseases/potato_leaf_disease/1"
    },
    {
      "images_processed": 8000,
      "labels_written": 8000,
      "classes_found": {
        "3": 8000
      },
      "unmapped_classes": [],
      "auto_mapped_classes": [],
      "errors": 0,
      "source_name": "maize_leaf_roboflow",
      "source_type": "roboflow",
      "source_handle": "maize-specific/maize-leaf-diseases/1"
    },
    {
      "images_processed": 75,
      "labels_written": 75,
      "classes_found": {
        "4": 106
      },
      "unmapped_classes": [],
      "auto_mapped_classes": [],
      "errors": 0,
      "source_name": "maize_ear_roboflow",
      "source_type": "roboflow",
      "source_handle": "research-kesig/corn-ears-detection/1"
    },
    {
      "images_processed": 4591,
      "labels_written": 4591,
      "classes_found": {
        "7": 7864
      },
      "unmapped_classes": [],
      "auto_mapped_classes": [],
      "errors": 161,
      "source_name": "tomato_fruit_roboflow",
      "source_type": "roboflow",
      "source_handle": "tomato-disease-detection-fcgsf/tomato-fruit-disease-detection/4"
    },
    {
      "images_processed": 848,
      "labels_written": 848,
      "classes_found": {
        "8": 3834
      },
      "unmapped_classes": [],
      "auto_mapped_classes": [],
      "errors": 0,
      "source_name": "brassica_leaf_cauliflower_roboflow",
      "source_type": "roboflow",
      "source_handle": "computervisionprojects-apdge/cauli_disease/4"
    },
    {
      "images_processed": 525,
      "labels_written": 525,
      "classes_found": {
        "9": 525
      },
      "unmapped_classes": [],
      "auto_mapped_classes": [],
      "errors": 0,
      "source_name": "cauliflower_roboflow",
      "source_type": "roboflow",
      "source_handle": "yolo2-rtr8h/cauliflower-tv0hi/1"
    },
    {
      "images_processed": 1027,
      "labels_written": 1027,
      "classes_found": {
        "10": 1027
      },
      "unmapped_classes": [],
      "auto_mapped_classes": [],
      "errors": 15,
      "source_name": "cabbage_roboflow",
      "source_type": "roboflow",
      "source_handle": "yolo-ssbxq/cabbage-gf0rt/1"
    }
  ],
  "curation": {
    "enabled": true,
    "strict_class_threshold": 2000,
    "strict_drop_policy": "image",
    "min_bbox_area_pixels": 16.0,
    "min_bbox_area_ratio": 0.0001,
    "candidate_images": 34992,
    "candidate_objects": 174607,
    "candidate_class_distribution": {
      "0": 6818,
      "1": 135961,
      "2": 481,
      "3": 8000,
      "4": 106,
      "5": 1199,
      "6": 8792,
      "7": 7864,
      "8": 3834,
      "9": 525,
      "10": 1027
    },
    "strict_classes": [
      "rice_leaf",
      "rice_panicle",
      "maize_leaf",
      "tomato_leaf",
      "tomato_fruit",
      "brassica_leaf"
    ],
    "strict_class_ids": [
      0,
      1,
      3,
      6,
      7,
      8
    ],
    "dropped_images": 4011,
    "dropped_images_by_class": {
      "rice_leaf": 2439,
      "rice_panicle": 1086,
      "tomato_fruit": 486
    },
    "dropped_images_by_source": {
      "rice_leaf_kaggle": 2439,
      "rice_panicle_bangladesh_kaggle": 26,
      "rice_panicle_roboflow": 1060,
      "tomato_fruit_roboflow": 486
    },
    "dropped_objects": 13218,
    "dropped_objects_by_reason": {
      "collapsed_after_clamp": 132,
      "non_positive": 132,
      "out_of_bounds": 6811,
      "too_small_pixels": 40,
      "too_small_ratio": 85,
      "truncated_after_clamp": 6026
    },
    "dropped_objects_by_class": {
      "rice_grain_cluster": 8
    },
    "final_images": 30981,
    "final_objects": 147467,
    "final_class_distribution": {
      "0": 1657,
      "1": 115046,
      "2": 473,
      "3": 8000,
      "4": 106,
      "5": 1199,
      "6": 8792,
      "7": 6808,
      "8": 3834,
      "9": 525,
      "10": 1027
    },
    "failure_examples": [
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__train__image_12_jpg.rf.002f7e6e82cdf730cbbbeaa4dbaab47c__dc0bdb425b",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_pixels",
          "too_small_ratio"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__test__image_6_jpg.rf.e08e3f9a203c4d29a3656cab67fbfb37__66b1031c22",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_pixels",
          "too_small_ratio"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__train__image_11_jpg.rf.8a77b2a9b8b1b5b8ce1277542d8ea965__d23a0be8e0",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_pixels",
          "too_small_ratio"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__train__image_0_jpg.rf.fb6ad51be88661b696c3f2bb38a934fc__1cfcb8971f",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_pixels",
          "too_small_ratio"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__train__image_11_jpg.rf.548dbf3eaa9281d142047f484217f431__af5ac16924",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_ratio"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__valid__scene00501_png_jpg.rf.c136afe660c626522322936b445bc086__c70627e61e",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "non_positive",
          "collapsed_after_clamp"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__valid__image_13_jpg.rf.c9b07697af2b097a946945400239926f__a0429e63e4",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_pixels",
          "too_small_ratio"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__valid__image_4_jpg.rf.0a6565d96fff5f4fd26fa29ceb93d9c4__b2dc6175dd",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_pixels",
          "too_small_ratio"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__train__image_1_jpg.rf.e5ea3b18dafe16bb334ec0fbc923a00a__38dd40847c",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_ratio"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__test__image_11_jpg.rf.49e6ab3a53510e1ca5fb877dc4f3e511__326994f1b0",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_ratio"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__train__image_11_jpg.rf.9fe07a233e6a55eb12fd0f57ec6cc756__4b725d4a99",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_pixels",
          "too_small_ratio"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__train__image_3_jpg.rf.8111f59f9b5f1ad5755dc299c2cd7307__ffb8283c52",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_ratio"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__train__image_12_jpg.rf.f982bd89c33a5189c13a49df248eb7c9__bef6f021c5",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_pixels",
          "too_small_ratio"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__train__image_12_jpg.rf.aba0b586796a1e97b580e8eb9b7354da__45909a3b66",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_ratio"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__test__image_12_jpg.rf.7ece591d17585739f156f1ba66e993b6__8f027807a3",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_pixels",
          "too_small_ratio"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__train__image_0_jpg.rf.b4369d08dcaf7e923384b9bb92ca8bf3__8cc254b3f5",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_pixels",
          "too_small_ratio"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__train__image_0_jpg.rf.f02f9c1297edd8d8ed5d97fdd9d34596__6c23eae73c",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_pixels",
          "too_small_ratio"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__train__image_6_jpg.rf.194592373b30e9d810e414e2c3455bc9__80b50bfdae",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_pixels",
          "too_small_ratio"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__test__image_4_jpg.rf.fa7f05f65321a17bf1ee7ad68f2e2e10__2249c717c7",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_ratio"
        ]
      },
      {
        "source_name": "rice_panicle_bangladesh_kaggle",
        "image_id": "rice_panicle_bangladesh_kaggle__rice-coco__valid__image_11_jpg.rf.673eca54af402b83f781616618f5f52d__01090563e4",
        "class_name": "rice_panicle",
        "mode": "strict-image-drop",
        "reasons": [
          "too_small_pixels",
          "too_small_ratio"
        ]
      }
    ]
  },
  "canonical": {
    "train_images": 27454,
    "val_images": 3527,
    "total_images": 30981,
    "class_distribution": {
      "0": 1657,
      "1": 115046,
      "2": 473,
      "3": 8000,
      "4": 106,
      "5": 1199,
      "6": 8792,
      "7": 6808,
      "8": 3834,
      "9": 525,
      "10": 1027
    }
  },
  "yolo": {
    "train_images": 27454,
    "val_images": 3527,
    "total_labels": 147467
  },
  "totals": {
    "images_processed": 34992,
    "errors": 329,
    "unmapped_classes": []
  }
}