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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 Reconstruction | ImageNet 50k 1k (val) | 25 | Feb 26, 2026 | ||
| Backdoor Poisoning Sample Isolation | Tiny-ImageNet (train) | 24 | Jul 8, 2026 | ||
| Image Attribution Detection | ImageNet Natural | 24 | Jun 30, 2026 | ||
| Incremental Image Classification | ImageNet-100 from scratch (test) | 24 | Jun 25, 2026 | ||
| Feature Attribution | Mini-ImageNet 500 randomly sampled images (val) |
| 24 |
| Jun 23, 2026 |
| Image Classification Defense | Tiny-ImageNet | 24 | Jun 19, 2026 |
|---|
| Non-targeted Black-box Attack | ImageNet | 24 | Jun 1, 2026 |
|---|
| Targeted Black-box Adversarial Attack | ImageNet (test) | 24 | Jun 1, 2026 |
|---|
| Non-targeted Black-box Adversarial Attack | ImageNet (test) | 24 | Jun 1, 2026 |
|---|
| Out-of-Distribution Detection | Places OOD ImageNet-1K ID 1.0 (test) | 24 | May 27, 2026 |
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| Out-of-Distribution Detection | iNaturalist (OOD) ImageNet-1K (ID) 1.0 (test) | 24 | May 27, 2026 |
|---|
| Open-Set OOD Detection | ImageNet Setup-I 1.0 (test) | 24 | May 27, 2026 |
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| OOD Generalization | ImageNet Setup-I 1.0 (test) | 24 | May 27, 2026 |
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| Image Classification | ImageNet V2 | 24 | May 26, 2026 |
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| Image Classification | ImageNet | 24 | May 26, 2026 |
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| Classification | ImageNet V2 | 24 | May 26, 2026 |
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| Classification | ImageNet | 24 | May 26, 2026 |
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| Image Classification | ImageNet | 24 | May 25, 2026 |
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| Adversarial Detection | ImageNet BLIP | 24 | May 25, 2026 |
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| Image Classification | TinyImageNet (test val) | 24 | May 15, 2026 |
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| Class-Incremental Learning | Tiny-ImageNet | 24 | May 11, 2026 |
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| Embedding Reconstruction | CLIP vision embeddings CC3M and ImageNet | 24 | May 8, 2026 |
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| Feature Attribution | ImageNet 1000 samples (val) | 24 | May 8, 2026 |
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| Long-tailed Class-Incremental Learning | ImageNet Subset-LT | 24 | May 6, 2026 |
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| Image Classification | ImageNet Subset (From Half) LT (test) | 24 | May 6, 2026 |
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