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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 | ImageMeow ImageNet-1K (test) | 48 | May 21, 2026 | ||
| Image Classification | ImageFruit ImageNet-1K (test) | 48 | May 21, 2026 | ||
| Machine Unlearning | Tiny-ImageNet 20 classes | 48 | Apr 10, 2026 | ||
| Machine Unlearning | Tiny-ImageNet 1 class (forget) | 48 | May 12, 2026 | ||
| Susceptibility to adversarial fine-tuning | ImageNet |
| 48 |
| Apr 3, 2026 |
| Image Classification | ImageNet-LT | 48 | Mar 26, 2026 |
|---|
| Class-conditional generation | ImageNet 512x512 (test) | 48 | May 19, 2026 |
|---|
| Machine Unlearning | ImageNette gas pump Class 7 (test) | 48 | Feb 27, 2026 |
|---|
| Generative Modeling | ImageNet (train) | 48 | Jun 18, 2026 |
|---|
| Image Generation | ImageNet 256x256 with FlowDCN (val) | 48 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet 1.0 (val) | 48 | Apr 10, 2026 |
|---|
| Image Generation | ImageNet-1K 256x256 | 48 | Jul 3, 2026 |
|---|
| Class-Incremental Learning | ImageNet Subset-LT rho=100 (test) | 48 | Feb 26, 2026 |
|---|
| Adversarial Attack | ImageNet-1K | 48 | Feb 26, 2026 |
|---|
| Robust Classification | ImageNet standard (test) | 48 | Feb 26, 2026 |
|---|
| Image Generation | ImageNet 64x64 (val) | 48 | Feb 26, 2026 |
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| Image Classification | ImageNet 1K 1.0 (val) | 48 | Feb 26, 2026 |
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| Image Classification | Tiny-Imagenet Resnet20 (test) | 48 | Feb 26, 2026 |
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| Image Classification | ImageNet-50 (test) | 48 | May 26, 2026 |
|---|
| Attribution Fidelity | ImageNet 1,000 images (val) | 48 | Feb 26, 2026 |
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| Image Classification | ImageNet V2 (Target) | 48 | Mar 4, 2026 |
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| Linear classification | ImageNet 1K 1.0 (val) | 48 | Feb 26, 2026 |
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| Deletion | ImageNet 2,000 images (val) | 48 | Feb 26, 2026 |
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| Incremental Learning | ImageNet full | 48 | Feb 26, 2026 |
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| Class-incremental image classification | TinyImageNet | 47 | Jun 5, 2026 |
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