Datasets › PASCAL Context
PASCAL Context
The PASCAL Context dataset is an extension of the PASCAL VOC 2010 detection challenge, and it contains pixel-wise labels for all training images. It contains more than 400 classes (including the original 20 classes plus backgrounds from PASCAL VOC segmentation), divided into three categories (objects, stuff, and hybrids). Many of the object categories of this dataset are too sparse and; therefore, a subset of 59 frequent classes are usually selected for use.
Source: Image Segmentation Using Deep Learning:A Survey Image Source: https://cs.stanford.edu/~roozbeh/pascal-context/
Benchmarks archive 2025-07-28
All 6 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 | ||||
|---|---|---|---|---|---|---|
| Semantic Segmentation | PASCAL Context | VPNeXt mIoU 71.1 | VPNeXt -- Rethinking Dense Decoding for Plain Vision Transformer | — | 66 | Compare |
| Boundary Detection | PASCAL Context | InvPT odsF 73 | InvPT: Inverted Pyramid Multi-task Transformer for Dense... | prismformore/InvPT | 1 | Compare |
| Human Parsing | PASCAL Context | InvPT mIoU 67.61 | InvPT: Inverted Pyramid Multi-task Transformer for Dense... | prismformore/InvPT | 1 | Compare |
| Saliency Detection | PASCAL Context | InvPT max_F1 84.81 | InvPT: Inverted Pyramid Multi-task Transformer for Dense... | prismformore/InvPT | 1 | Compare |
| Surface Normals Estimation | PASCAL Context | InvPT Mean Angle Error 14.15 | InvPT: Inverted Pyramid Multi-task Transformer for Dense... | prismformore/InvPT | 1 | Compare |
| Zero-Shot Learning | PASCAL Context | ZS3Net k=10 mIOU 26.3 | Zero-Shot Semantic Segmentation | valeoai/ZS3 +1 | 1 | Compare |
Papers archive 2025-07-28
30 shown of 55 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 323. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
The full list of 55 is in the JSON twin.
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
Unknown
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- PASCAL Context
1 variant name, as the archive lists them.
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