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
• Channel Islands Camera Traps
• Desert Lion Conservation Camera Traps
• ENA24-detection
• Idaho Camera Traps
• Island Conservation Camera Traps
• Missouri Camera Traps
• North American Camera Trap Images
• Ohio Small Animals
• Orinoquía Camera Traps
• SWG Camera Traps 2018-2020
• Snapshot Camdeboo
• Snapshot Enonkishu
• Snapshot Karoo
• Snapshot Kgalagadi
• Snapshot Kruger
• Snapshot Mountain Zebra
• Snapshot Serengeti
• Trail Camera Images of New Zealand Animals
• WCS Camera Traps
• Wellington Camera Traps

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

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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

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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|