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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
3D Object LocalizationRefcoco/+/g (combined)3d vision geometrycomputer vision3Feb 26, 2026
3D GroundingRefcocog3d vision geometrycomputer vision3Feb 26, 2026
3D GroundingRefcoco+3d vision geometrycomputer vision3Feb 26, 2026
3D GroundingRefcoco3d vision geometrycomputer vision3Feb 26, 2026
Human Instance SegmentationCOCO 2017 (val)computer vision3Feb 26, 2026
Image CaptioningCOCO Captionmultimodalcomputer vision+13Feb 26, 2026
Out-of-context detectionCOCO-OOCnlp3Feb 26, 2026
Image GenerationCOCO (val)image generation editing3Feb 26, 2026
Conditional Image GenerationCOCOimage generation editing3Feb 26, 2026
Vision-Language ModelingLiveB, LWilder, and LCOCO Combinedmultimodalcomputer vision+13Feb 26, 2026
Object DetectionMS-COCO (test val)computer vision3Feb 26, 2026
Visual Question AnsweringCOCOVQA zero-shot 2015multimodalcomputer vision+13Feb 26, 2026
Segmentation-to-image translationCOCOStuff Seg. Maskcomputer visionimage generation editing3Feb 26, 2026
Image ReconstructionCOCO 2014 (val)computer vision3Feb 26, 2026
Referring Expression SegmentationDeiRefCOCO+ (testB)computer visionmultimodal3Feb 26, 2026
Referring Expression SegmentationDeiRefCOCO+ (val)computer visionmultimodal3Feb 26, 2026
Image CaptioningCOCOmultimodalcomputer vision+13Feb 26, 2026
Image CaptioningCOCO (test)multimodalcomputer vision+13Feb 26, 2026
Object DetectionCOCO-OCC (val)computer vision3Feb 26, 2026
Interactive text-to-image retrievalCOCO (test)multimodalretrieval search rag3Feb 26, 2026
Face DetectionCOCO-UniHuman (val)computer vision3Feb 26, 2026
Multi-task Image-Text UnderstandingVQAV2, GQA, NLVR2, COCO Captionmultimodalcomputer vision+13Feb 26, 2026
Hallucination AssessmentMSCOCO (val)llm chat instructionnlp3Feb 26, 2026
Conditional Image Generation (Image Palette)COCO 5,000 samples 2017 (val)image generation editing3Feb 26, 2026
Conditional Image Generation (Color Stroke)COCO 5,000 samples 2017 (val)image generation editing3Feb 26, 2026