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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
Referring Image SegmentationRefCOCOgcomputer visionmultimodal11Mar 20, 2026
Referring Image SegmentationRefCOCO+computer visionmultimodal11Apr 7, 2026
Referring Image SegmentationRefCOCOcomputer visionmultimodal11Apr 7, 2026
Image HarmonizationiHarmony4 HCOCO 1.0 (test)image generation editingcomputer vision11Feb 26, 2026
Style TransferMS-COCO & WikiArt 512 x 512 imagesimage generation editingnlp11Feb 26, 2026
Artistic Style TransferCOCO and WikiArt (test)image generation editingcomputer vision11Feb 26, 2026
Semantic SegmentationCOCO 2017 (test-dev)computer vision11Feb 26, 2026
Object DetectionMS-COCO standardcomputer vision11Feb 26, 2026
Semantic Textual SimilarityMS-COCO CxC annotations 5k (test)nlp11Feb 26, 2026
Human-Object Interaction DetectionV-COCO 8 (test)computer vision11Feb 26, 2026
Object DetectionCOCO-Standard 2017 (2% labeled)computer vision11Feb 26, 2026
Object DetectionCOCO-standard 2% labeled 2017 (train)computer vision11Feb 26, 2026
Object DetectionMS-COCO Standard 5% 2017 (val)computer vision11Feb 26, 2026
System-level Correlation with Human JudgmentMS COCO M2 (system-level)computer vision11Feb 26, 2026
System-level Correlation with Human JudgmentMS COCO M1 (system-level)computer vision11Feb 26, 2026
Object CountingCOCO (val)computer vision11Feb 26, 2026
Object DetectionMS-COCO (65/15)computer vision11Feb 27, 2026
Object DetectionCOCO (unseen classes)computer vision11Feb 26, 2026
Object DetectionMSCOCO (48/17)computer vision11Feb 27, 2026
Few-shot classificationMSCOCO (out-of-domain)computer visionnlp+111Feb 26, 2026
Referring Expression Object SegmentationRefCOCO UMD (testB)computer visionnlp11Feb 26, 2026
Referring Expression Object SegmentationRefCOCO UMD (testA)computer visionnlp11Feb 26, 2026
Instance SegmentationMS COCO (test)computer vision11Feb 26, 2026
Text-to-image synthesisMS-COCO 2014 (test)image generation editing11Feb 26, 2026
Text-to-Image Alignment EvaluationCOCO LAFITE samplesimage generation editingnlp11Feb 26, 2026