Datasets › iWildCam2020-WILDS

iWildCam2020-WILDS

Introduced by Pang Wei Koh et al. in WILDS: A Benchmark of in-the-Wild Distribution Shifts15 Jul 2021 archive 2025-07-28

The iWildCam2020-WILDS dataset is a variant of the iWildCam 2020 dataset. iWildCam2020-WILDS is a benchmark dataset designed to test OOD generalization for the task of species classification. The label space consists of 182 species. Each domain corresponds to a different location of the camera trap. The training and test images belong to disjoint sets of locations in the OOD setting.

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Image Classification iWildCam2020-WILDS COSMO Accuracy (Top-1) 74.5 Reviving the Context: Camera Trap Species Classification... osu-nlp-group/cosmo 6 Compare

Papers archive 2025-07-28

6 shown of 6 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 9. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge Graphs 1 1 31 Dec 2023 not harvested
Gradient Matching for Domain Generalization 2 1 20 Apr 2021 ran 2 of 5 samples (3 unverified; 5 pointer-only for licence)
WILDS: A Benchmark of in-the-Wild Distribution Shifts 6 1 14 Dec 2020 ran 1 of 1 samples (0 unverified)
Attentional-Biased Stochastic Gradient Descent 1 1 13 Dec 2020 not harvested
Does Distributionally Robust Supervised Learning Give Robust Classifiers? 0 1 7 Nov 2016 not harvested
Deep CORAL: Correlation Alignment for Deep Domain Adaptation 9 1 6 Jul 2016 ran 10 of 16 samples (6 unverified; 10 pointer-only for licence)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

MIT License

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • iWildCam2020-WILDS

1 variant name, as the archive lists them.

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