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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 |
|---|---|---|---|---|---|
| Object Hallucination Evaluation | MSCOCO (test) | 28 | Apr 23, 2026 | ||
| Image Watermarking | MS-COCO | 28 | Mar 24, 2026 | ||
| Prompt Stealing | MS COCO 50 random prompts | 28 | Feb 26, 2026 | ||
| Text-to-image retrieval | MSCOCO 48 (test) | 28 | Feb 26, 2026 | ||
| Image-to-text retrieval | MSCOCO 48 (test) |
| 28 |
| Feb 26, 2026 |
| Text-to-Image Retrieval | COCO (test) | 28 | Jun 30, 2026 |
|---|
| Instance Segmentation | COCO | 28 | Feb 27, 2026 |
|---|
| Image Retrieval | COCO (val) | 28 | Feb 26, 2026 |
|---|
| Object Detection | COCO standard 5% labeled 2017 (train) | 28 | Feb 26, 2026 |
|---|
| Text Retrieval | COCO Caption | 28 | Feb 26, 2026 |
|---|
| Image-text retrieval | MSCOCO (test) | 28 | Mar 27, 2026 |
|---|
| Pose Estimation | COCO (test) | 28 | Feb 26, 2026 |
|---|
| Object Detection | MS COCO novel classes val5k (minival) | 28 | Feb 26, 2026 |
|---|
| Semantic Coherence Evaluation | COCO | 27 | Jun 16, 2026 |
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| Multi-level Semantic Coherence Evaluation | COCO | 27 | Jun 16, 2026 |
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| Multi-label classification | COCO-Stuff-27 | 27 | May 28, 2026 |
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| Multimodal Retrieval | MS COCO Karpathy (test) | 27 | Apr 15, 2026 |
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| Token-level hallucination detection | MS COCO image captioning (test) | 27 | Apr 7, 2026 |
|---|
| Object-Centric Representation Learning | COCO | 27 | Mar 13, 2026 |
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| Image-Text Retrieval | MSCOCO | 27 | Apr 16, 2026 |
|---|
| Multi-label class-incremental learning | MS-COCO 2014 (B40-C10) | 27 | Mar 9, 2026 |
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| Image Captioning | COCO-LN 500 (test) | 27 | Mar 4, 2026 |
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| Image Captioning | MSCOCO | 27 | Feb 26, 2026 |
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| Object Hallucination Evaluation | MSCOCO Popular | 27 | Jun 30, 2026 |
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| Image Captioning | MSCOCO 1k | 27 | Feb 26, 2026 |
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