Datasets › Taskonomy

Taskonomy

Introduced by Amir Zamir et al. in Taskonomy: Disentangling Task Transfer Learning archive 2025-07-28

Taskonomy provides a large and high-quality dataset of varied indoor scenes.

  • Complete pixel-level geometric information via aligned meshes.
  • Semantic information via knowledge distillation from ImageNet, MS COCO, and MIT Places.
  • Globally consistent camera poses. Complete camera intrinsics.
  • High-definition images.
  • 3x times big as ImageNet.

Source: Taskonomy Image Source: http://taskonomy.stanford.edu/

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)PaperCode
Depth Estimation Taskonomy X-TC (Cross-Task Consistency) L1 error 1.63 Robust Learning Through Cross-Task Consistency EPFL-VILAB/XTConsistency 1 Compare
Surface Normals Estimation Taskonomy X-TC (Cross-Task Consistency) L1 error 4.80 Robust Learning Through Cross-Task Consistency EPFL-VILAB/XTConsistency 1 Compare

Papers archive 2025-07-28

1 shown of 1 paper 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 147. 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
Robust Learning Through Cross-Task Consistency 1 2 1 Jun 2020 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

  • Taskonomy

1 variant name, as the archive lists them.

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