{"url":"/dataset/camouflaged-animal-dataset","name":"Camouflaged Animal Dataset","full_name":"Camouflaged Animal Dataset","description_markdown":"The nine (moving camera) videos in this benchmark exhibit camouflaged animals that are difficult to see in a single frame, but can be detected based upon their motion across frames.","description_withheld":null,"homepage":"http://vis-www.cs.umass.edu/motionSegmentation/","introduced_date":"2016-04-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/its-moving-a-probabilistic-model-for-causal","title":"It's Moving! A Probabilistic Model for Causal Motion Segmentation in Moving Camera Videos","first_author":"Pia Bideau","url":null},"license":null,"modalities":[{"name":"Videos","url":"/datasets/modality/videos"}],"tasks":[{"name":"Camouflaged Object Segmentation","url":"/task/camouflaged-object-segmentation","datasets_with_task":"/datasets/task/camouflaged-object-segmentation"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["Camouflaged Animal Dataset"],"data_loaders":[],"num_papers_in_archive":4,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/camouflaged-object-segmentation-on","task":"Camouflaged Object Segmentation","dataset_variant":"Camouflaged Animal Dataset","rows":2,"metrics":["S-measure","weighted F-measure","MAE","mDice","mIoU"],"first_row_in_archive_order":{"model":"ZoomNeXt-PVTv2-B5","paper":"/paper/zoomnext-a-unified-collaborative-pyramid","metrics":{"MAE":"0.020","S-measure":"0.757","mDice":"0.599","mIoU":"0.510","weighted F-measure":"0.593"},"code_links":[{"title":"lartpang/zoomnext","url":"https://github.com/lartpang/zoomnext"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/zoomnext-a-unified-collaborative-pyramid","title":"ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection","date":"2023-10-31","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":11,"samples_ran":8,"samples_unverified":3,"pointer_only_for_licence":11,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/implicit-motion-handling-for-video","title":"Implicit Motion Handling for Video Camouflaged Object Detection","date":"2022-03-14","rows_on_this_dataset":1,"code_links":1,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":1,"samples_harvested":11,"samples_ran":8,"samples_unverified":3,"pointer_only_for_licence":11,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}