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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 |
|---|---|---|---|---|---|
| Text-to-Image Retrieval | MSCOCO (test) | 25 | Feb 26, 2026 | ||
| Object affordance recognition | COCO 2017 (val) | 25 | Feb 26, 2026 | ||
| Sentence Retrieval | MS-COCO 1K (test) | 25 | Feb 26, 2026 | ||
| Object Detection | MS-COCO 2% labeled protocol | 25 | Feb 26, 2026 | ||
| Text-to-Image Generation | COCO 2014 (test) |
| 25 |
| Feb 26, 2026 |
| Layout-to-Image Synthesis | COCO-Stuff (test) | 25 | Feb 26, 2026 |
|---|
| Multi-label Image Classification | MS-COCO (val) | 25 | Feb 26, 2026 |
|---|
| Object Hallucination Detection | FOIL-COCO (test) | 25 | Apr 21, 2026 |
|---|
| Visual Question Answering | POPE MSCOCO | 24 | Jul 7, 2026 |
|---|
| Object Hallucination Evaluation | POPE MSCOCO (test) | 24 | Jun 30, 2026 |
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| Image Attribution Detection | MS-COCO Natural | 24 | Jun 30, 2026 |
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| Visual Question Answering | VIS-IR COCO Infrared | 24 | May 22, 2026 |
|---|
| Visual Question Answering | VIS-IR COCO Visible | 24 | May 22, 2026 |
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| Image Captioning | MS COCO IR | 24 | May 22, 2026 |
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| Image Captioning | MS COCO VIS | 24 | May 22, 2026 |
|---|
| Text-to-Image Generation | COCO truck concept 'a photo of a truck' prompt (test) | 24 | May 21, 2026 |
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| Promptable Image Segmentation | COCO (val) | 24 | May 20, 2026 |
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| Referring Segmentation | RefCOCO+ (testB) | 24 | Jul 8, 2026 |
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| Pixel-level forgery localization | CASIAv1, COVERAGE, Columbia, NIST16, CocoGlide, AutoSplice nature-oriented (full) | 24 | May 15, 2026 |
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| Gender Classification | COCO 95% spurious correlation | 24 | May 13, 2026 |
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| Object Hallucination Evaluation | OPOPE MSCOCO (test) | 24 | Apr 23, 2026 |
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| Vision-Language Multi-task Evaluation | MS COCO Unified Multi-task (test) | 24 | Apr 21, 2026 |
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| Image-Text Retrieval | COCO 1.0 (test) | 24 | Apr 15, 2026 |
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| Image Manipulation Localization | CocoGlide | 24 | May 28, 2026 |
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| Classification | COCO (subset 300 images, 30 categories) | 24 | Mar 31, 2026 |
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