Commit
•
6b0a878
1
Parent(s):
2015ff6
Update coco.py
Browse files
coco.py
CHANGED
|
@@ -157,6 +157,118 @@ CAT = [
|
|
| 157 |
"hair brush",
|
| 158 |
]
|
| 159 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 160 |
SUPER_CAT = [
|
| 161 |
"none",
|
| 162 |
"person",
|
|
@@ -173,6 +285,24 @@ SUPER_CAT = [
|
|
| 173 |
"indoor",
|
| 174 |
]
|
| 175 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 176 |
CAT2SUPER_CAT = [
|
| 177 |
"none",
|
| 178 |
"person",
|
|
@@ -266,13 +396,118 @@ CAT2SUPER_CAT = [
|
|
| 266 |
"indoor",
|
| 267 |
"indoor",
|
| 268 |
"indoor",
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 269 |
]
|
| 270 |
|
| 271 |
|
| 272 |
-
|
| 273 |
-
|
| 274 |
-
|
| 275 |
-
|
| 276 |
class AnnotationType(object):
|
| 277 |
"""Enum of the annotation format types.
|
| 278 |
Splits are annotated with different formats.
|
|
@@ -313,8 +548,8 @@ PANOPTIC_FEATURE = datasets.Features(
|
|
| 313 |
"bbox": datasets.Sequence(
|
| 314 |
feature=datasets.Value("float32")
|
| 315 |
),
|
| 316 |
-
"label": datasets.ClassLabel(names=
|
| 317 |
-
"super_cat_label": datasets.ClassLabel(names=
|
| 318 |
"is_crowd": datasets.Value("bool"),
|
| 319 |
})),
|
| 320 |
"panoptic_image": datasets.Image(),
|
|
@@ -605,10 +840,10 @@ class Coco(datasets.GeneratorBasedBuilder):
|
|
| 605 |
# pylint: disable=cell-var-from-loop
|
| 606 |
# build_bbox is only used within the loop so it is ok to use image_info
|
| 607 |
return [
|
| 608 |
-
y,
|
| 609 |
x,
|
| 610 |
-
|
| 611 |
(x + width),
|
|
|
|
| 612 |
]
|
| 613 |
# pylint: enable=cell-var-from-loop
|
| 614 |
|
|
@@ -622,7 +857,7 @@ class Coco(datasets.GeneratorBasedBuilder):
|
|
| 622 |
'area': instance['area'],
|
| 623 |
'bbox': build_bbox(*instance['bbox']),
|
| 624 |
'label': instance['category_id'],
|
| 625 |
-
'super_cat_label':
|
| 626 |
'is_crowd': bool(instance['iscrowd']),
|
| 627 |
}
|
| 628 |
for instance in instances
|
|
|
|
| 157 |
"hair brush",
|
| 158 |
]
|
| 159 |
|
| 160 |
+
CAT_PANOPTIC = CAT + [
|
| 161 |
+
"banner",
|
| 162 |
+
"blanket",
|
| 163 |
+
"none1",
|
| 164 |
+
"bridge",
|
| 165 |
+
"none2",
|
| 166 |
+
"none3",
|
| 167 |
+
"none4",
|
| 168 |
+
"none5",
|
| 169 |
+
"cardboard",
|
| 170 |
+
"none6",
|
| 171 |
+
"none7",
|
| 172 |
+
"none8",
|
| 173 |
+
"none9",
|
| 174 |
+
"none10",
|
| 175 |
+
"none11",
|
| 176 |
+
"counter",
|
| 177 |
+
"none12",
|
| 178 |
+
"curtain",
|
| 179 |
+
"none13",
|
| 180 |
+
"none14",
|
| 181 |
+
"door-stuff",
|
| 182 |
+
"none15",
|
| 183 |
+
"none16",
|
| 184 |
+
"none17",
|
| 185 |
+
"none18",
|
| 186 |
+
"none19",
|
| 187 |
+
"floor-wood",
|
| 188 |
+
"flower",
|
| 189 |
+
"none20",
|
| 190 |
+
"none21",
|
| 191 |
+
"fruit",
|
| 192 |
+
"none22",
|
| 193 |
+
"none23",
|
| 194 |
+
"gravel",
|
| 195 |
+
"none24",
|
| 196 |
+
"none25",
|
| 197 |
+
"house",
|
| 198 |
+
"none26",
|
| 199 |
+
"light",
|
| 200 |
+
"none27",
|
| 201 |
+
"none28",
|
| 202 |
+
"mirror-stuff",
|
| 203 |
+
"none29",
|
| 204 |
+
"none30",
|
| 205 |
+
"none31",
|
| 206 |
+
"none32",
|
| 207 |
+
"net",
|
| 208 |
+
"none33",
|
| 209 |
+
"none34",
|
| 210 |
+
"pillow",
|
| 211 |
+
"none35",
|
| 212 |
+
"none36",
|
| 213 |
+
"platform",
|
| 214 |
+
"playingfield",
|
| 215 |
+
"none37",
|
| 216 |
+
"railroad",
|
| 217 |
+
"river",
|
| 218 |
+
"road",
|
| 219 |
+
"none38",
|
| 220 |
+
"roof",
|
| 221 |
+
"none39",
|
| 222 |
+
"none40",
|
| 223 |
+
"sand",
|
| 224 |
+
"sea",
|
| 225 |
+
"shelf",
|
| 226 |
+
"none41",
|
| 227 |
+
"none42",
|
| 228 |
+
"snow",
|
| 229 |
+
"none43",
|
| 230 |
+
"stairs",
|
| 231 |
+
"none44",
|
| 232 |
+
"none45",
|
| 233 |
+
"none46",
|
| 234 |
+
"none47",
|
| 235 |
+
"tent",
|
| 236 |
+
"none48",
|
| 237 |
+
"towel",
|
| 238 |
+
"none49",
|
| 239 |
+
"none50",
|
| 240 |
+
"wall-brick",
|
| 241 |
+
"none51",
|
| 242 |
+
"none52",
|
| 243 |
+
"none53",
|
| 244 |
+
"wall-stone",
|
| 245 |
+
"wall-tile",
|
| 246 |
+
"wall-wood",
|
| 247 |
+
"water-other",
|
| 248 |
+
"none54",
|
| 249 |
+
"window-blind",
|
| 250 |
+
"window-other",
|
| 251 |
+
"none55",
|
| 252 |
+
"none56",
|
| 253 |
+
"tree-merged",
|
| 254 |
+
"fence-merged",
|
| 255 |
+
"ceiling-merged",
|
| 256 |
+
"sky-other-merged",
|
| 257 |
+
"cabinet-merged",
|
| 258 |
+
"table-merged",
|
| 259 |
+
"floor-other-merged",
|
| 260 |
+
"pavement-merged",
|
| 261 |
+
"mountain-merged",
|
| 262 |
+
"grass-merged",
|
| 263 |
+
"dirt-merged",
|
| 264 |
+
"paper-merged",
|
| 265 |
+
"food-other-merged",
|
| 266 |
+
"building-other-merged",
|
| 267 |
+
"rock-merged",
|
| 268 |
+
"wall-other-merged",
|
| 269 |
+
"rug-merged",
|
| 270 |
+
]
|
| 271 |
+
|
| 272 |
SUPER_CAT = [
|
| 273 |
"none",
|
| 274 |
"person",
|
|
|
|
| 285 |
"indoor",
|
| 286 |
]
|
| 287 |
|
| 288 |
+
SUPER_CAT_PANOPTIC = SUPER_CAT + [
|
| 289 |
+
"textile",
|
| 290 |
+
"building",
|
| 291 |
+
"raw-material",
|
| 292 |
+
"furniture-stuff",
|
| 293 |
+
"floor",
|
| 294 |
+
"plant",
|
| 295 |
+
"food-stuff",
|
| 296 |
+
"ground",
|
| 297 |
+
"structural",
|
| 298 |
+
"water",
|
| 299 |
+
"wall",
|
| 300 |
+
"window",
|
| 301 |
+
"ceiling",
|
| 302 |
+
"sky",
|
| 303 |
+
"solid",
|
| 304 |
+
]
|
| 305 |
+
|
| 306 |
CAT2SUPER_CAT = [
|
| 307 |
"none",
|
| 308 |
"person",
|
|
|
|
| 396 |
"indoor",
|
| 397 |
"indoor",
|
| 398 |
"indoor",
|
| 399 |
+
"textile",
|
| 400 |
+
"textile",
|
| 401 |
+
"none",
|
| 402 |
+
"building",
|
| 403 |
+
"none",
|
| 404 |
+
"none",
|
| 405 |
+
"none",
|
| 406 |
+
"none",
|
| 407 |
+
"raw-material",
|
| 408 |
+
"none",
|
| 409 |
+
"none",
|
| 410 |
+
"none",
|
| 411 |
+
"none",
|
| 412 |
+
"none",
|
| 413 |
+
"none",
|
| 414 |
+
"furniture-stuff",
|
| 415 |
+
"none",
|
| 416 |
+
"textile",
|
| 417 |
+
"none",
|
| 418 |
+
"none",
|
| 419 |
+
"furniture-stuff",
|
| 420 |
+
"none",
|
| 421 |
+
"none",
|
| 422 |
+
"none",
|
| 423 |
+
"none",
|
| 424 |
+
"none",
|
| 425 |
+
"floor",
|
| 426 |
+
"plant",
|
| 427 |
+
"none",
|
| 428 |
+
"none",
|
| 429 |
+
"food-stuff",
|
| 430 |
+
"none",
|
| 431 |
+
"none",
|
| 432 |
+
"ground",
|
| 433 |
+
"none",
|
| 434 |
+
"none",
|
| 435 |
+
"building",
|
| 436 |
+
"none",
|
| 437 |
+
"furniture-stuff",
|
| 438 |
+
"none",
|
| 439 |
+
"none",
|
| 440 |
+
"furniture-stuff",
|
| 441 |
+
"none",
|
| 442 |
+
"none",
|
| 443 |
+
"none",
|
| 444 |
+
"none",
|
| 445 |
+
"structural",
|
| 446 |
+
"none",
|
| 447 |
+
"none",
|
| 448 |
+
"textile",
|
| 449 |
+
"none",
|
| 450 |
+
"none",
|
| 451 |
+
"ground",
|
| 452 |
+
"ground",
|
| 453 |
+
"none",
|
| 454 |
+
"ground",
|
| 455 |
+
"water",
|
| 456 |
+
"ground",
|
| 457 |
+
"none",
|
| 458 |
+
"building",
|
| 459 |
+
"none",
|
| 460 |
+
"none",
|
| 461 |
+
"ground",
|
| 462 |
+
"water",
|
| 463 |
+
"furniture-stuff",
|
| 464 |
+
"none",
|
| 465 |
+
"none",
|
| 466 |
+
"ground",
|
| 467 |
+
"none",
|
| 468 |
+
"furniture-stuff",
|
| 469 |
+
"none",
|
| 470 |
+
"none",
|
| 471 |
+
"none",
|
| 472 |
+
"none",
|
| 473 |
+
"building",
|
| 474 |
+
"none",
|
| 475 |
+
"textile",
|
| 476 |
+
"none",
|
| 477 |
+
"none",
|
| 478 |
+
"wall",
|
| 479 |
+
"none",
|
| 480 |
+
"none",
|
| 481 |
+
"none",
|
| 482 |
+
"wall",
|
| 483 |
+
"wall",
|
| 484 |
+
"wall",
|
| 485 |
+
"water",
|
| 486 |
+
"none",
|
| 487 |
+
"window",
|
| 488 |
+
"window",
|
| 489 |
+
"none",
|
| 490 |
+
"none",
|
| 491 |
+
"plant",
|
| 492 |
+
"structural",
|
| 493 |
+
"ceiling",
|
| 494 |
+
"sky",
|
| 495 |
+
"furniture-stuff",
|
| 496 |
+
"furniture-stuff",
|
| 497 |
+
"floor",
|
| 498 |
+
"ground",
|
| 499 |
+
"solid",
|
| 500 |
+
"plant",
|
| 501 |
+
"ground",
|
| 502 |
+
"raw-material",
|
| 503 |
+
"food-stuff",
|
| 504 |
+
"building",
|
| 505 |
+
"solid",
|
| 506 |
+
"wall",
|
| 507 |
+
"textile",
|
| 508 |
]
|
| 509 |
|
| 510 |
|
|
|
|
|
|
|
|
|
|
|
|
|
| 511 |
class AnnotationType(object):
|
| 512 |
"""Enum of the annotation format types.
|
| 513 |
Splits are annotated with different formats.
|
|
|
|
| 548 |
"bbox": datasets.Sequence(
|
| 549 |
feature=datasets.Value("float32")
|
| 550 |
),
|
| 551 |
+
"label": datasets.ClassLabel(names=CAT_PANOPTIC),
|
| 552 |
+
"super_cat_label": datasets.ClassLabel(names=SUPER_CAT_PANOPTIC),
|
| 553 |
"is_crowd": datasets.Value("bool"),
|
| 554 |
})),
|
| 555 |
"panoptic_image": datasets.Image(),
|
|
|
|
| 840 |
# pylint: disable=cell-var-from-loop
|
| 841 |
# build_bbox is only used within the loop so it is ok to use image_info
|
| 842 |
return [
|
|
|
|
| 843 |
x,
|
| 844 |
+
y,
|
| 845 |
(x + width),
|
| 846 |
+
(y + height),
|
| 847 |
]
|
| 848 |
# pylint: enable=cell-var-from-loop
|
| 849 |
|
|
|
|
| 857 |
'area': instance['area'],
|
| 858 |
'bbox': build_bbox(*instance['bbox']),
|
| 859 |
'label': instance['category_id'],
|
| 860 |
+
'super_cat_label': SUPER_CAT_PANOPTIC.index(CAT2SUPER_CAT[instance['category_id']]),
|
| 861 |
'is_crowd': bool(instance['iscrowd']),
|
| 862 |
}
|
| 863 |
for instance in instances
|