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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 |
|---|---|---|---|---|---|
| Audio-Visual Classification | CREMA-D (test) | 70 | Jun 4, 2026 | ||
| Topic Classification | AG's News | 70 | Apr 15, 2026 | ||
| Long-tailed Image Classification | Places-LT 1.0 (Backward-LT) | 70 | Feb 26, 2026 | ||
| Long-tailed Image Classification | Places Forward-LT 1.0 | 70 | Feb 26, 2026 | ||
| Semantic Segmentation | COCO 20i (test) |
| 70 |
| Jul 7, 2026 |
| Multi-Task Adaptation | PASCAL-Context (test) | 70 | Feb 26, 2026 |
|---|
| Univariate long sequence time-series forecasting | ETTh2 | 70 | Feb 26, 2026 |
|---|
| Few-shot Semantic Segmentation | COCO-20^i v1.0 | 70 | Feb 26, 2026 |
|---|
| Multi-Object Tracking | BDD100K (val) | 70 | Mar 26, 2026 |
|---|
| Object Detection | COCO standard (5% labeled) | 70 | Feb 27, 2026 |
|---|
| Visual Localization | Aachen Day-Night v1.1 (Day) | 70 | Apr 15, 2026 |
|---|
| Univariate Forecasting | Exchange | 70 | Feb 26, 2026 |
|---|
| Super-Resolution | SUN 360 Panorama (test) | 70 | Mar 4, 2026 |
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| Medical Image Segmentation | ACDC 100 patients total (test) | 70 | Feb 26, 2026 |
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| Action anticipation | EPIC-Kitchens-100 (test) | 70 | Mar 4, 2026 |
|---|
| Change Detection | DSIFN-CD (test) | 70 | Mar 4, 2026 |
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| Traffic flow forecasting | PeMSD7 M | 70 | Apr 1, 2026 |
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| Image Classification | CIFAR-100 2500 labels | 70 | Apr 24, 2026 |
|---|
| Sequential Image Classification | S-MNIST (test) | 70 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet 1000 classes 16 | 70 | Feb 26, 2026 |
|---|
| Node Classification | OGB-MAG (test) | 70 | May 28, 2026 |
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| Automatic Speech Recognition | LibriSpeech 960h (test-clean) | 70 | Jun 11, 2026 |
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| Semantic Segmentation | GTA5 to Cityscapes | 70 | Jul 9, 2026 |
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| Generalized Few-Shot Learning | ImageNet 2012 (Novel classes) | 70 | Feb 26, 2026 |
|---|
| Point cloud registration | KITTI odometry (sequences 8-10) | 70 | Feb 26, 2026 |
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