Datasets › AP-10K
AP-10K
AP-10K is the first large-scale benchmark for general animal pose estimation, to facilitate the research in animal pose estimation. AP-10K consists of 10,015 images collected and filtered from 23 animal families and 60 species following the taxonomic rank and high-quality keypoint annotations labeled and checked manually.
Source: AP-10K: A Benchmark for Animal Pose Estimation in the Wild
Image source: https://arxiv.org/pdf/2108.12617v1.pdf
Benchmarks archive 2025-07-28
All 2 leaderboards 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 | ||||
|---|---|---|---|---|---|---|
| Animal Pose Estimation | AP-10K | ViTPose+-H AP 82.4 | ViTPose++: Vision Transformer for Generic Body Pose Estimation | huggingface/transformers +1 | 10 | Compare |
| Semantic correspondence | AP-10K | DINOv2 PCK 87.4 | Semantic Correspondence: Unified Benchmarking and a... | Visual-AI/Semantic-Correspondence | 1 | 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 39. 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 | |||
|---|---|---|---|---|
| Semantic Correspondence: Unified Benchmarking and a Strong Baseline | 1 | 1 | 23 May 2025 | not harvested |
| X-Pose: Detecting Any Keypoints | 2 | 1 | 12 Oct 2023 | ran 11 of 13 samples (2 unverified; 13 pointer-only for licence) |
| ViTPose++: Vision Transformer for Generic Body Pose Estimation | 2 | 7 | 7 Dec 2022 | ran 1 of 3 samples (2 unverified) |
| SuperAnimal pretrained pose estimation models for behavioral analysis | 3 | 2 | 14 Mar 2022 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Unknown
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- AP-10K
1 variant name, as the archive lists them.
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