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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 |
|---|---|---|---|---|---|
| 3D Lane Detection | ApolloSim Balanced Scene | 49 | Jul 1, 2026 | ||
| External Knowledge-dependent Image Question Answering | OK-VQA | 49 | Mar 24, 2026 | ||
| Zero-shot Image Classification | ImageNet 1K (val) | 49 | Mar 27, 2026 | ||
| Inpainting | CelebA | 49 | Jun 16, 2026 | ||
| Image Classification |
| ImageNet and Distribution Shifts |
| 49 |
| Feb 26, 2026 |
| Visual Speech Recognition | LRS2 | 49 | Mar 24, 2026 |
|---|
| 5-way few-shot classification | tieredImageNet | 49 | Feb 26, 2026 |
|---|
| Text-to-Image Retrieval | COCO-CN | 49 | Feb 26, 2026 |
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| Video Deblurring | DVD (test) | 49 | Mar 4, 2026 |
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| 3D Object Classification | ScanObjectNN OBJ-ONLY (test) | 49 | Feb 27, 2026 |
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| Image Classification | STL10 gamma_l = 20 long-tail (test) | 49 | May 19, 2026 |
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| Classification | Diabetes (test) | 49 | Jun 4, 2026 |
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| Monocular Depth Estimation | ETH-3D (test) | 49 | Apr 28, 2026 |
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| Trajectory Prediction | HOTEL (test) | 49 | Feb 26, 2026 |
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| Image Classification | ImageNet 1K (1%) | 49 | Feb 26, 2026 |
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| Node Classification | Chameleon (48/32/20) | 49 | Mar 31, 2026 |
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| Semi-supervised Image Classification | ImageNet 1k (1%) | 49 | Feb 26, 2026 |
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| Multi-view Stereo | Tanks & Temples Advanced | 49 | Apr 20, 2026 |
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| Link Prediction | ogbl-ppa | 49 | May 25, 2026 |
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| Malware Detection | EMBER | 49 | Jul 9, 2026 |
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| Image Classification | Caltech-256 | 49 | Apr 24, 2026 |
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| Action Segmentation | GTEA | 49 | Mar 24, 2026 |
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| Isolated Sign Language Recognition | WLASL 100 | 49 | Jun 30, 2026 |
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| Offline Reinforcement Learning | D4RL Gym hopper (medium-replay) | 49 | May 29, 2026 |
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| Crowd counting | UCF-QNRF | 49 | Jun 2, 2026 |
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