Datasets › ImageNet-1k vs OpenImage-O
ImageNet-1k vs OpenImage-O
OpenImage-O is built for the ID dataset ImageNet-1k. It is manually annotated, comes with a naturally diverse distribution, and has a large scale. It is built to overcome several shortcomings of existing OOD benchmarks. OpenImage-O is image-by-image filtered from the test set of OpenImage-V3, which has been collected from Flickr without a predefined list of class names or tags, leading to natural class statistics and avoiding an initial design bias.
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) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Out-of-Distribution Detection | ImageNet-1k vs OpenImage-O | NNGuide (RegNet) AUROC 97.73 | Nearest Neighbor Guidance for Out-of-Distribution Detection | jingkang50/openood +1 | 7 | Compare |
Papers archive 2025-07-28
6 shown of 6 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 6. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection | 0 | 1 | 14 Jan 2025 | ran 3 of 6 samples (3 unverified; 6 pointer-only for licence) |
| Forte : Finding Outliers with Representation Typicality Estimation | 1 | 1 | 2 Oct 2024 | not harvested |
| Nearest Neighbor Guidance for Out-of-Distribution Detection | 2 | 2 | 26 Sep 2023 | ran 6 of 8 samples (2 unverified) |
| Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization | 1 | 1 | 5 Jun 2023 | ran 0 of 1 samples (1 unverified) |
| GEN: Pushing the Limits of Softmax-Based Out-of-Distribution Detection | 1 | 1 | 1 Jan 2023 | not harvested |
| ViM: Out-Of-Distribution with Virtual-logit Matching | 2 | 1 | 21 Mar 2022 | ran 1 of 1 samples (0 unverified) |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- ImageNet-1k vs OpenImage-O
1 variant name, as the archive lists them.
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