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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 CaptioningCOCO (Karpathy split)multimodalcomputer vision+174Feb 27, 2026
RetrievalMS-COCOretrieval search rag72Feb 26, 2026
Referring SegmentationrefCOCOg (val)computer visionmultimodalReferring Segmentation on refCOCOg (val) performance trend72May 22, 2026
Referring SegmentationrefCOCO+ (testA)computer visionmultimodalReferring Segmentation on refCOCO+ (testA) using cIoU performance trend72Jul 8, 2026
Text-to-Image GenerationMS-COCO (30K)image generation editing72May 21, 2026
Instance SegmentationCOCO mini (val)computer vision72Mar 16, 2026
Object Hallucination EvaluationMSCOCO POPEmultimodalcomputer vision71Jun 1, 2026
Referring Expression ComprehensionRefCOCOg (test-u)computer visionnlp71Feb 26, 2026
Pose EstimationCOCO 2017 (val)computer vision71Mar 31, 2026
Semantic SegmentationCOCO 20i (test)computer vision70Jul 7, 2026
Few-shot Semantic SegmentationCOCO-20^i v1.0computer vision70Feb 26, 2026
Object DetectionCOCO standard (5% labeled)computer visionObject Detection on COCO standard (5% labeled) performance trend70Feb 27, 2026
Few-Shot Semantic SegmentationCOCO-20i -> PASCAL-5i cross-datasetcomputer vision70Feb 26, 2026
Text-to-Image GenerationCOCO 2014 (val)image generation editing69Jul 7, 2026
Text RetrievalMS-COCO 1K (test)retrieval search rag69Mar 27, 2026
Text-to-Image AlignmentMS COCOimage generation editingnlp68Jul 9, 2026
Referring SegmentationrefCOCO+ (val)computer visionmultimodalReferring Segmentation on refCOCO+ (val) performance trend68Jul 8, 2026
Image-to-text retrievalMSCOCO 5K (test)multimodalretrieval search rag68Apr 21, 2026
Semantic SegmentationCOCO-Stuff 27computer visionSemantic Segmentation on COCO-Stuff 27 performance trend67May 28, 2026
Sentence RetrievalMSCOCO 5k (test)retrieval search rag67Feb 26, 2026
Referring SegmentationrefCOCO (testB)computer visionmultimodalReferring Segmentation on refCOCO (testB) performance trend66Jul 8, 2026
Object DetectionCOCOcomputer vision66Mar 31, 2026
Semantic SegmentationCOCO 2017 (val)computer vision66Apr 1, 2026
Human-Object Interaction DetectionV-COCOcomputer vision65Feb 26, 2026
Human Pose EstimationCOCO (val)computer vision65Jul 2, 2026