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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
Object DetectionMS COCOcomputer visionObject Detection on MS COCO performance trend208May 27, 2026
Object Hallucination EvaluationMS-COCO (POPE Adversarial)multimodalcomputer vision205Jun 30, 2026
Referring Image SegmentationRefCOCO+ (val)computer visionmultimodalReferring Image Segmentation on RefCOCO+ (val) performance trend203Jun 23, 2026
Referring Image SegmentationRefCOCO (test B)computer visionmultimodalReferring Image Segmentation on RefCOCO (test B) performance trend195Jun 23, 2026
Text-to-image GenerationMS-COCOimage generation editingText-to-image Generation on MS-COCO performance trend193Jul 8, 2026
Semantic SegmentationCOCO 20icomputer visionSemantic Segmentation on COCO 20i (4-Fold CV mIoU) performance trend187Jul 7, 2026
Panoptic SegmentationCOCO 2017 (val)computer visionPanoptic Segmentation on COCO 2017 (val) performance trend187Jun 15, 2026
Object DetectionCOCOcomputer visionObject Detection on COCO performance trend186May 12, 2026
Object DetectionOV-COCOcomputer vision185Jul 3, 2026
Semantic SegmentationCOCO (val)computer visionSemantic Segmentation on COCO (val) performance trend185May 14, 2026
Referring Expression SegmentationRefCOCOg (val)computer visionmultimodalReferring Expression Segmentation on RefCOCOg (val) performance trend185Jun 4, 2026
Object DetectionCOCO (minival)computer visionObject Detection on COCO (minival) performance trend184Feb 27, 2026
Instance SegmentationCOCOcomputer vision183May 19, 2026
Referring Expression SegmentationRefCOCOg (test)computer visionmultimodalReferring Expression Segmentation on RefCOCOg (test) performance trend183Jul 7, 2026
Text RetrievalMS-COCO 5K (test)retrieval search ragText Retrieval on MS-COCO 5K (test) performance trend182Feb 27, 2026
Human Pose EstimationCOCO 2017 (test-dev)computer vision180Feb 26, 2026
Concept AttributionCOCOcomputer visionnlp178Feb 26, 2026
Few-Shot Semantic SegmentationCOCO-20icomputer visionFew-Shot Semantic Segmentation on COCO-20i performance trend178Apr 8, 2026
Visual GroundingRefCOCO (val)multimodalcomputer visionVisual Grounding on RefCOCO (val) performance trend177Jul 3, 2026
Few-shot SegmentationCOCO 20^i (test)computer visionFew-shot Segmentation on COCO 20^i (test) performance trend174Feb 26, 2026
Image RetrievalMS-COCOretrieval search ragcomputer vision174Jun 8, 2026
Semantic SegmentationCOCO Stuff (val)computer visionSemantic Segmentation on COCO Stuff (val) performance trend173Jun 29, 2026
Referring Expression ComprehensionRefCOCO+ (test-A)computer visionnlpReferring Expression Comprehension on RefCOCO+ (test-A) performance trend172Apr 10, 2026
Image-to-Text RetrievalMS-COCOmultimodalretrieval search rag168May 13, 2026
Visual GroundingRefCOCO (TestA)multimodalcomputer visionVisual Grounding on RefCOCO (TestA) performance trend167Jul 3, 2026