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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
Image ClassificationCOCO-on-Places Unseen Backgroundscomputer vision4Feb 26, 2026
Image ClassificationCOCO-on-Places Biased Backgroundscomputer vision4Feb 26, 2026
Image UnderstandingCOCO GPT-based evaluationcomputer visionmultimodal4Feb 26, 2026
Object DetectionCOCO OVD retained 15 categoriescomputer vision4Feb 26, 2026
Scene Sketch SegmentationFS-COCO freehand sketches 1.0 (test)computer vision4Feb 26, 2026
Visual GroundingRefCOCOg UMD (test-u)multimodalcomputer vision4Feb 26, 2026
Instance SegmentationCOCOcomputer vision4Feb 26, 2026
Referring SegmentationRefCOCO+ (testB)computer visionmultimodal4Feb 26, 2026
Image-to-Text RetrievalMSCOCO Karpathy (test)multimodalretrieval search rag4Feb 26, 2026
Text-to-Image RetrievalMSCOCO Karpathy (test)multimodalretrieval search rag4Feb 26, 2026
Visual Question AnsweringMSCOCO OCmultimodalcomputer vision+14Feb 26, 2026
Visual Question AnsweringMSCOCO MCImultimodalcomputer vision+14Feb 26, 2026
Fine-grained retrievalCOCO-COUNTretrieval search rag4Feb 26, 2026
Fine-grained retrievalCOCO-MCCretrieval search rag4Feb 26, 2026
Instance-mask-to-image generationCOCO (val)image generation editingcomputer vision4Feb 26, 2026
Occluded Object RecognitionSeparated COCO (test)computer vision4Feb 26, 2026
Occluded Object RecognitionOccluded COCO (test)computer vision4Feb 26, 2026
Panoptic SegmentationCOCO Panoptic 2014 (val)computer vision4Feb 26, 2026
Instance SegmentationCOCO 0.4% labeled datacomputer vision4Feb 26, 2026
Instance SegmentationCOCO (0.2% labeled data)computer vision4Feb 26, 2026
Instance SegmentationCOCO (0.1% labeled data)computer vision4Feb 26, 2026
Instance SegmentationCOCO opencomputer vision4Feb 26, 2026
Panoptic SegmentationCOCO opencomputer vision4Feb 26, 2026
Instance SegmentationCOCO 20k 2014 (trainval)computer vision4Feb 26, 2026
Image GenerationMSCOCO (1000 prompts)image generation editing4Feb 26, 2026