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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 Editing | ImageNet-R TI2I | 24 | Apr 29, 2026 | ||
| Image Classification | ImageNet 1K | 24 | Apr 28, 2026 | ||
| Explanation Sparsity | ImageNet | 24 | Apr 27, 2026 | ||
| Feature Attribution | ImageNet | 24 | Apr 27, 2026 | ||
| Object Recognition | ImageNet-C | 24 | Apr 21, 2026 | ||
| Image Classification | ImageNet-1K 1.0 (test) |
| 24 |
| Apr 15, 2026 |
| Adversarial Attack | ImageNet Augmix | 24 | Apr 6, 2026 |
|---|
| Image Classification | ImageNet-C JPEG Corruptions | 24 | Mar 20, 2026 |
|---|
| Image Classification | ImageNet-C Gaussian Noise | 24 | Mar 20, 2026 |
|---|
| Class-Incremental Learning | Multiple Datasets (CIFAR-100 and ImageNet-A) | 24 | Mar 12, 2026 |
|---|
| Adversarial Attack | ImageNet 1,000 image subset (val) | 24 | Mar 9, 2026 |
|---|
| Adversarial Image Quality Assessment | ImageNet (test) | 24 | Mar 9, 2026 |
|---|
| Adversarial Attack | ImageNet | 24 | Mar 9, 2026 |
|---|
| Multi-label Classification | ImageNet ML v2 | 24 | Mar 9, 2026 |
|---|
| Continual Learning | TinyImageNet Split 10 sequential tasks (test) | 24 | Mar 4, 2026 |
|---|
| Faithfulness Evaluation | ImageNet (val) | 24 | Mar 17, 2026 |
|---|
| 5-way few-shot classification | tieredImageNet 5-way (meta-test) | 24 | Feb 26, 2026 |
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| 5-way few-shot classification | miniImageNet 5-way (meta-test) | 24 | Feb 26, 2026 |
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| Image Classification | ImageNet-1K (val) | 24 | Feb 26, 2026 |
|---|
| Inpainting | ImageNet 256x256 (val) | 24 | Jun 30, 2026 |
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| Image Classification | Tiny-ImageNet heterogeneous (test) | 24 | Feb 26, 2026 |
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| Image Classification | Tiny-ImageNet homogeneous (test) | 24 | Feb 26, 2026 |
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| Image Classification | ImageNet-S | 24 | Mar 4, 2026 |
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| Image Generation | ImageNet 2009 (val) | 24 | Feb 26, 2026 |
|---|
| Class-Incremental Learning | Tiny-ImageNet (test) | 24 | May 20, 2026 |
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