Datasets › Horse-10

Horse-10

Introduced by Alexander Mathis et al. in Pretraining boosts out-of-domain robustness for pose estimation24 Sep 2019 archive 2025-07-28

Horse-10 is an animal pose estimation dataset. It comprises 30 diverse Thoroughbred horses, for which 22 body parts were labeled by an expert in 8,114 frames (animal pose estimation). Horses have various coat colors and the “in-the-wild” aspect of the collected data at various Thoroughbred yearling sales and farms added additional complexity. The authors introduce Horse-C to contrast the domain shift inherent in the Horse-10 dataset with domain shift induced by common image corruptions.

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
Animal Pose Estimation Horse-10 DeepLabCut-EfficientNet-B6 PCK@0.3 (OOD) 88.4 Pretraining boosts out-of-domain robustness for pose estimation DeepLabCut/DeepLabCut 8 Compare

Papers archive 2025-07-28

2 shown of 2 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 7. 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
SuperAnimal pretrained pose estimation models for behavioral analysis 3 2 14 Mar 2022 not harvested
Pretraining boosts out-of-domain robustness for pose estimation 1 6 24 Sep 2019 not harvested

Dataset loaders archive 2025-07-28

2 loaders as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

non-commercial use only, with attribution

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • Horse-10

1 variant name, as the archive lists them.

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