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SOTA2 Research · benchmarks
Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.
| Task | Dataset | Domain | Trend | Results | Last Update |
|---|---|---|---|---|---|
| Image Classification | ImageNet | 27 | Feb 26, 2026 | ||
| Image Classification | ImageNet | 27 | Mar 12, 2026 | ||
| Super-Resolution | ImageNet 256x256 (val) | 27 | Jun 30, 2026 | ||
| Image Classification | ImageNet-100 1.0 (val) | 27 | Feb 26, 2026 | ||
| Lossless Compression | ImageNet64 (test) | 27 | Feb 26, 2026 | ||
| Few-shot classification |
| MiniImageNet 5-Shot 5-Way (test) |
| 27 |
| Feb 26, 2026 |
| Image Classification | ImageNet (val) | 27 | Feb 26, 2026 |
|---|
| Class-conditional Image Generation | ImageNet-1K | 26 | Jun 9, 2026 |
|---|
| Image Classification | Classification Suite (OxfordPets, EuroSAT, Caltech101, DTD, FGVCAircraft, Flowers102, UCF101, Food101, SUN397, StanfordCars, Imagenet) Few-shot CLIP RN50 pre-trained (test) | 26 | May 27, 2026 |
|---|
| Image Classification | ImageNet-1K 16 (train) | 26 | May 26, 2026 |
|---|
| Interaction Recognition | ImageNet-1k 4 objects | 26 | May 8, 2026 |
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| Interaction Recognition | ImageNet 1k (3 objects) | 26 | May 8, 2026 |
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| Interaction Recognition | ImageNet-1k 2 objects | 26 | May 8, 2026 |
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| Interaction Recognition | ImageNet-1k 1 object | 26 | May 8, 2026 |
|---|
| Class-conditional image generation | ImageNet-1k 256x256 | 26 | May 15, 2026 |
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| Image Classification | ImageNet (val) | 26 | Apr 28, 2026 |
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| OOD Detection | ImageNet far-OOD (iNaturalist) | 26 | May 15, 2026 |
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| OOD Detection | ImageNet far-OOD (Textures) | 26 | May 15, 2026 |
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| Image Classification | ImageNet 128x128 (test) | 26 | Mar 19, 2026 |
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| Machine Unlearning | Tiny-ImageNet Forget 50% | 26 | Apr 13, 2026 |
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| Continual Learning | ImageNet-R 10-task split | 26 | Mar 12, 2026 |
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| Machine Unlearning | ImageNet Class Forgetting 3-class average | 26 | Mar 10, 2026 |
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| Image Classification | TinyImageNet 200 | 26 | Mar 9, 2026 |
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| Inpaint (box) | ImageNet | 26 | Mar 10, 2026 |
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| Image Retrieval | ImageNet-1k | 26 | May 20, 2026 |
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