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Various Datasets from LILA.science filtered to publicly available images

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LILA (Filtered) Public Datasets

lila.science is home to many camera trap datasets. The list below provides information on the number of images, sequences, locations, categories and bounding boxes annotated in each of the available labelsets. The labelsets available from LILA sometimes include references to imagery that is not publicly available. Generally images that contain humans or other reasons for sensitivity are withheld.

In order to work with these datasets, the metadata often needs to be filtered first to images, annotations and categories that are available. Here two sets of filtered labelsets are produced both of which are filtered to just images (those that can be opened by Python's Pillow library). The first (Public) filters metadata down to only metadata where imagery exists. The second (Public + References) filters beyond the first by removing any image references where there is no annotation.

If using any of the datasets be sure to see the relevant page on LILA for information on licencing, referencing and background information.

All metadata uses the COCO-CameraTrap format. Some of the original datasets and all of the filtered labelsets are provided as Zipped JSON files.

Datasets

Jump To Dataset:

Caltech Camera Traps

See details on lila.science

Image-level annotations

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 245,118 22 243,100 0 140 181,008
Filtered (Public) 245,118 22 243,100 0 140 181,008
Filtered (Public + Referenced) 245,118 22 243,100 0 140 181,008

Bounding box annotations

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 65,112 22 63,025 65,112 85 27,877
Filtered (Public) 65,112 20 63,025 65,112 85 27,877
Filtered (Public + Referenced) 65,112 20 61,945 65,112 85 27,877

Channel Islands Camera Traps

See details on lila.science

Metadata

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 264,321 7 245,529 264,266 73 50,626
Filtered (Public) 258,295 6 240,458 258,240 73 50,309
Filtered (Public + Referenced) 258,295 6 240,458 258,240 73 50,309

Desert Lion Conservation Camera Traps

See details on lila.science

Metadata

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 63,468 46 63,468 0 1 0
Filtered (Public) 63,268 46 63,268 0 1 0
Filtered (Public + Referenced) 63,268 46 63,268 0 1 0

ENA24-detection

See details on lila.science

Bounding Boxes

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 11,596 23 9,676 11,596 0 0
Filtered (Public) 9,772 22 8,789 9,772 0 0
Filtered (Public + Referenced) 9,772 22 8,789 9,772 0 0

Idaho Camera Traps

See details on lila.science

Metadata

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 1,551,552 62 1,535,725 0 276 1,034,520
Filtered (Public) 1,527,750 58 1,513,414 0 276 1,032,276
Filtered (Public + Referenced) 1,527,750 58 1,513,414 0 276 1,032,276

Island Conservation Camera Traps

See details on lila.science

Metadata

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 142,341 49 127,410 64,671 123 0
Filtered (Public) 136,080 48 122,602 58,410 123 0
Filtered (Public + Referenced) 136,080 48 122,602 58,410 123 0

Missouri Camera Traps

See details on lila.science

Metadata

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 24,682 21 24,673 956 1 1,934
Filtered (Public) 24,682 21 24,673 956 1 1,934
Filtered (Public + Referenced) 24,682 21 24,673 956 1 1,934

North American Camera Trap Images

See details on lila.science

Metadata

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 3,382,215 59 3,382,215 0 678 0
Filtered (Public) 3,382,215 50 3,382,215 0 678 0
Filtered (Public + Referenced) 3,382,215 50 3,382,215 0 678 0

Bounding Boxes

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 10,564 5 8,892 10,564 3 0
Filtered (Public) 10,564 4 8,892 10,564 3 0
Filtered (Public + Referenced) 10,564 4 8,263 10,564 3 0

Ohio Small Animals

See details on lila.science

Metadata

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 118,554 46 118,554 0 168 23,385
Filtered (Public) 118,554 46 118,554 0 168 23,385
Filtered (Public + Referenced) 118,554 46 118,554 0 168 23,385

Orinoquía Camera Traps

See details on lila.science

Metadata

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 112,267 58 112,221 0 49 18,402
Filtered (Public) 104,822 57 104,780 0 49 18,144
Filtered (Public + Referenced) 104,822 57 104,780 0 49 18,144

SWG Camera Traps 2018-2020

See details on lila.science

Class-level annotations

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 2,039,657 120 2,039,657 0 982 436,617
Filtered (Public) 1,858,085 118 1,858,085 0 935 410,437
Filtered (Public + Referenced) 1,858,085 118 1,858,085 0 935 410,437

Bounding Boxes (with species)

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 133,837 121 120,321 101,659 915 50,389
Filtered (Public) 132,596 99 119,282 100,638 913 49,999
Filtered (Public + Referenced) 132,596 99 119,274 100,638 913 49,999

Bounding Boxes (just animal/person/vehicle labels)

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 133,837 4 120,321 101,659 915 50,389
Filtered (Public) 132,596 3 119,282 100,638 913 49,999
Filtered (Public + Referenced) 132,596 3 119,274 100,638 913 49,999

Snapshot Camdeboo

See details on lila.science

Season 1

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 30,717 43 30,551 0 20 12,132
Filtered (Public) 30,393 42 30,227 0 20 12,024
Filtered (Public + Referenced) 30,393 42 30,227 0 20 12,024

Snapshot Enonkishu

See details on lila.science

Season 1

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 30,542 39 29,414 0 16 13,301
Filtered (Public) 29,558 38 28,544 0 16 12,969
Filtered (Public + Referenced) 29,558 38 28,544 0 16 12,969

Snapshot Karoo

See details on lila.science

Season 1

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 38,320 38 38,293 0 15 14,889
Filtered (Public) 38,101 37 38,074 0 15 14,806
Filtered (Public + Referenced) 38,101 37 38,074 0 15 14,806

Snapshot Kgalagadi

See details on lila.science

Season 1

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 10,402 31 10,357 0 20 3,611
Filtered (Public) 10,267 30 10,222 0 20 3,566
Filtered (Public + Referenced) 10,267 30 10,222 0 20 3,566

Snapshot Kruger

See details on lila.science

Season 1

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 10,637 46 10,604 0 39 4,747
Filtered (Public) 10,105 45 10,072 0 39 4,568
Filtered (Public + Referenced) 10,105 45 10,072 0 39 4,568

Snapshot Mountain Zebra

See details on lila.science

Season 1

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 73,606 54 73,570 0 19 71,688
Filtered (Public) 73,070 53 73,034 0 19 71,178
Filtered (Public + Referenced) 73,070 53 73,034 0 19 71,178

Snapshot Serengeti

See details on lila.science

Season 1

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 412,858 61 411,414 0 168 148,226
Filtered (Public) 407,942 48 406,612 0 168 146,269
Filtered (Public + Referenced) 407,942 48 406,612 0 168 146,269

Season 2

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 583,228 61 573,200 0 174 204,352
Filtered (Public) 577,365 47 567,428 0 174 202,263
Filtered (Public + Referenced) 577,365 47 567,428 0 174 202,263

Season 3

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 398,689 61 392,507 0 160 147,299
Filtered (Public) 394,463 46 388,335 0 160 145,873
Filtered (Public + Referenced) 394,463 46 388,335 0 160 145,873

Season 4

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 541,872 61 531,554 0 181 200,595
Filtered (Public) 538,771 46 528,504 0 181 199,474
Filtered (Public + Referenced) 538,771 46 528,504 0 181 199,474

Season 5

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 839,421 61 827,224 0 178 311,096
Filtered (Public) 834,951 47 822,793 0 177 309,439
Filtered (Public + Referenced) 834,951 47 822,793 0 177 309,439

Season 6

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 466,411 61 462,846 0 191 173,093
Filtered (Public) 461,961 47 458,417 0 189 171,469
Filtered (Public + Referenced) 461,961 47 458,417 0 189 171,469

Season 7

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 837,043 61 832,153 0 169 304,492
Filtered (Public) 831,869 48 827,051 0 169 302,563
Filtered (Public + Referenced) 831,869 48 827,051 0 169 302,563

Season 8

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 989,821 61 980,256 0 203 359,557
Filtered (Public) 984,897 54 975,394 0 203 357,852
Filtered (Public + Referenced) 984,897 54 975,394 0 203 357,852

Season 9

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 991,858 61 982,404 0 185 369,307
Filtered (Public) 986,293 53 977,105 0 185 367,480
Filtered (Public + Referenced) 986,293 53 977,105 0 185 367,480

Season 10

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 693,889 61 685,481 0 167 252,974
Filtered (Public) 691,099 52 682,736 0 166 252,015
Filtered (Public + Referenced) 691,099 52 682,736 0 166 252,015

Season 11

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 506,455 61 499,401 0 125 188,231
Filtered (Public) 503,933 60 497,050 0 125 187,419
Filtered (Public + Referenced) 503,933 60 497,050 0 125 187,419

All metadata

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 7,261,545 61 7,178,440 0 225 2,659,222
Filtered (Public) 7,213,544 60 7,131,425 0 225 2,642,116
Filtered (Public + Referenced) 7,213,544 60 7,131,425 0 225 2,642,116

Bounding boxes

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 146,359 4 82,938 146,359 225 34,166
Filtered (Public) 145,599 3 81,154 145,599 224 33,498
Filtered (Public + Referenced) 145,599 3 77,500 145,599 224 33,498

Trail Camera Images of New Zealand Animals

See details on lila.science

Metadata

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 2,453,840 98 2,453,840 0 3,127 0
Filtered (Public) 2,453,825 97 2,453,825 0 3,127 0
Filtered (Public + Referenced) 2,453,825 97 2,453,825 0 3,127 0

WCS Camera Traps

See details on lila.science

Class-level annotations

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 1,369,991 676 1,369,991 0 3,911 179,579
Filtered (Public) 1,200,622 673 1,200,622 0 3,768 165,290
Filtered (Public + Referenced) 1,200,622 673 1,200,622 0 3,768 165,290

Bounding Boxes (same classes as the class-level labels)

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 429,482 678 298,725 374,270 3,792 63,858
Filtered (Public) 409,148 608 286,650 357,094 3,758 61,232
Filtered (Public + Referenced) 409,148 608 286,650 357,094 3,758 61,232

Bounding Boxes (just animal/person/vehicle labels)

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 429,482 5 298,725 374,270 3,792 63,858
Filtered (Public) 409,148 3 286,650 357,094 3,758 61,232
Filtered (Public + Referenced) 409,148 3 286,650 357,094 3,758 61,232

Wellington Camera Traps

See details on lila.science

Metadata

Annotations Categories Images BBoxes Location IDs Sequence IDs
Original 270,450 17 270,450 0 215 90,478
Filtered (Public) 270,450 17 270,450 0 215 90,478
Filtered (Public + Referenced) 270,450 17 270,450 0 215 90,478

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Various Datasets from LILA.science filtered to publicly available images

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