Datasets › PASCAL-Part

PASCAL-Part

Introduced by Xianjie Chen et al. in Detect What You Can: Detecting and Representing Objects using Holistic Models and Body Parts1 Jan 2014 archive 2025-07-28

PASCAL-Part is a set of additional annotations for PASCAL VOC 2010. It goes beyond the original PASCAL object detection task by providing segmentation masks for each body part of the object. For categories that do not have a consistent set of parts (e.g., boat), it provides the silhouette annotation.

It can also serve as a set for human semantic part segmentation: It contains multiple humans per image in unconstrained poses and occlusions (1,716 for training and 1,817 for testing). It provides careful pixel-wise annotations for six body parts (i.e., head, torso, upper/lower-arms, and upper-/lower-legs).

Source: The Ultimate Theory of Human Parsing Image Source: https://www.researchgate.net/profile/Zhedong_Zheng/publication/328123707/figure/fig4/AS:704683136016384@1545020960225/Qualitative-parsing-results-on-the-Pascal-Person-Part-dataset.png

Benchmarks archive 2025-07-28

All 4 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)PaperCode
Human Part Segmentation PASCAL-Part CDCL+Pascal mIoU 72.82 Cross-Domain Complementary Learning Using Pose for... kevinlin311tw/CDCL-human-part-segmentation +2 7 Compare
Multi-Human Parsing PASCAL-Part NAN AP 0.5 59.70% Understanding Humans in Crowded Scenes: Deep Nested... open-mmlab/mmpose +1 3 Compare
Object Detection PASCAL Part 2010 - Animals Attention-based Joint Detection of Object and Semantic Part mAP@0.5 87.5 Attention-based Joint Detection of Object and Semantic Part kevalmorabia97/Object-and-Semantic-Part-Detection-pyTorch 1 Compare
Semantic Part Detection PASCAL Part 2010 - Animals Attention-based Joint Detection of Object and Semantic Part mAP@0.5 52.0 Attention-based Joint Detection of Object and Semantic Part kevalmorabia97/Object-and-Semantic-Part-Detection-pyTorch 1 Compare

Papers archive 2025-07-28

9 shown of 9 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 65. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

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

  • PASCAL-Part
  • PASCAL Part 2010 - Animals

2 variant names, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections