Datasets › BAR
BAR (Biased Action Recognition)
Biased Action Recognition (BAR) dataset is a real-world image dataset categorized as six action classes which are biased to distinct places. The authors settle these six action classes by inspecting imSitu, which provides still action images from Google Image Search with action and place labels. In detail, the authors choose action classes where images for each of these candidate actions share common place characteristics. At the same time, the place characteristics of action class candidates should be distinct in order to classify the action only from place attributes. The select pairs are six typical action-place pairs: (Climbing, RockWall), (Diving, Underwater), (Fishing, WaterSurface), (Racing, APavedTrack), (Throwing, PlayingField),and (Vaulting, Sky).
Source: https://github.com/alinlab/BAR Image Source: https://github.com/alinlab/BAR
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) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Action Recognition | BAR | DebiAN Accuracy 69.88 | Discover and Mitigate Unknown Biases with Debiasing... | zhihengli-UR/DebiAN | 4 | Compare |
Papers archive 2025-07-28
4 shown of 4 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 22. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Discover and Mitigate Unknown Biases with Debiasing Alternate Networks | 1 | 1 | 20 Jul 2022 | ran 2 of 9 samples (7 unverified; 9 pointer-only for licence) |
| OccamNets: Mitigating Dataset Bias by Favoring Simpler Hypotheses | 1 | 1 | 5 Apr 2022 | ran 3 of 10 samples (7 unverified) |
| BiaSwap: Removing dataset bias with bias-tailored swapping augmentation | 0 | 1 | 23 Aug 2021 | not harvested |
| Learning from Failure: Training Debiased Classifier from Biased Classifier | 2 | 1 | 6 Jul 2020 | ran 1 of 1 samples (0 unverified; 1 pointer-only for licence) |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- BAR
1 variant name, as the archive lists them.
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