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Benchmarks for “coco”

Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.

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TaskDatasetDomainTrendResultsLast update
Text-to-Image GenerationMSCOCO 30K 2014 (val)image generation editing12Feb 26, 2026
Object DetectionCOCO (val)computer vision12Feb 26, 2026
Image EditingInpaintCOCO 512pximage generation editing12Feb 26, 2026
Class RetrievalRefCOCO+computer vision12Feb 26, 2026
Class RetrievalRefCOCOcomputer vision12Feb 26, 2026
2D Pose EvaluationCOCOcomputer vision12Mar 17, 2026
Visual GroundingRefCOCO UMD (val)multimodalcomputer vision12Feb 26, 2026
Semantic SegmentationMS-COCOcomputer vision12Feb 26, 2026
Privacy ProtectionVPI-COCO (test)adversarial safety security12Feb 26, 2026
SegmentationCOCO Robustseg-Style Degradation (unseen)computer vision12Apr 27, 2026
Frame ReconstructionCOCO (val)computer vision12Feb 26, 2026
Spatial ReasoningCOCO 2017 (val)nlp12Feb 26, 2026
Image Watermarking EvaluationMS-COCO 2014 (val)computer vision12Feb 26, 2026
Point-Prompted SegmentationCOCOcomputer vision12Feb 26, 2026
Bounding-box classificationOVCOCOcomputer vision12Feb 26, 2026
Region-based text-to-image generationCOCO 2017 (val)image generation editingmultimodal12Feb 26, 2026
Object Hallucination DetectionPOPE averaged across MS-COCO, A-OKVQA, and GQA (Adversarial)computer visionmultimodal12Feb 26, 2026
Object Hallucination DetectionPOPE averaged across MS-COCO, A-OKVQA, and GQA (Popular)computer visionmultimodal12Feb 26, 2026
Object Hallucination DetectionPOPE averaged across MS-COCO, A-OKVQA, and GQA (Random)computer visionmultimodal12Feb 26, 2026
Deepfake DetectionCOCOFake (val)computer visionadversarial safety security12Feb 26, 2026
Instance SegmentationCOCO Robust-Seg 2017 (unseen datasets with synthetic degradations)computer vision12Feb 26, 2026
Object DetectionCOCO Open-Vocabulary v2017computer vision12Feb 26, 2026
Cross-modal RetrievalMSCOCO 5K (test)multimodalretrieval search rag12Feb 26, 2026
Referring Expression ComprehensionRefCOCOg v1 (test)computer visionnlp12Feb 26, 2026
Referring Expression ComprehensionRefCOCO+ v1 (testB)computer visionnlp12Feb 26, 2026