Datasets › ADE-OoD

ADE-OoD

Introduced by Silvio Galesso et al. in Diffusion for Out-of-Distribution Detection on Road Scenes and Beyond2 Oct 2024 archive 2025-07-28

ADE-OoD is a public benchmark for dense out-of-distribution detection in general natural images. It measures the ability to detect and localize objects which are out-of-distribution with respect to the 150 categories of the ADE20k semantic segmentation dataset.

The benchmark data and annotations are available for download at the project page: ade-ood.github.io/

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
Out-of-Distribution Detection ADE-OoD RbA AP 66.82 RbA: Segmenting Unknown Regions Rejected by All NazirNayal8/RbA 4 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 4. 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
Diffusion for Out-of-Distribution Detection on Road Scenes and Beyond 1 1 22 Jul 2024 not harvested
RbA: Segmenting Unknown Regions Rejected by All 1 1 25 Nov 2022 ran 0 of 4 samples (4 unverified)
Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection 1 1 12 Nov 2022 not harvested
GMMSeg: Gaussian Mixture based Generative Semantic Segmentation Models 3 1 5 Oct 2022 ran 0 of 3 samples (3 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

ADE20k terms of use

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • ADE-OoD

1 variant name, as the archive lists them.

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