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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 CountingCOCO Average 2017 (val)computer vision6Feb 26, 2026
Object CountingCOCO 2017 (val Fold 3)computer vision6Feb 26, 2026
Object CountingCOCO 2017 (val Fold 2)computer vision6Feb 26, 2026
Object CountingCOCO 2017 (val Fold 1)computer vision6Feb 26, 2026
Object CountingCOCO Fold 0 2017 (val)computer vision6Feb 26, 2026
Multi-object discoveryCOCO (C120K)computer vision6Feb 26, 2026
Multi-object discoveryCOCO C20Kcomputer vision6Feb 26, 2026
Single-object discoveryCOCO (C120K)computer vision6Feb 26, 2026
Multi-object discoveryCOCO 20k (trainval)computer vision6Feb 26, 2026
Semantic SegmentationCOCO Personscomputer vision6Feb 26, 2026
Referring Expression ComprehensionRefCOCOg UMD (d) (test)computer visionnlp6Feb 26, 2026
Referring Expression ComprehensionRefCOCOg UMD (d) (val)computer visionnlp6Feb 26, 2026
Controlled trace generationCOCO Localized Narratives (test)computer visionnlp6Feb 26, 2026
End-to-end RecognitionCOCOTextcomputer vision6Feb 26, 2026
Object DetectionMS COCO 3-shot (novel classes)computer vision6Feb 26, 2026
Object DetectionMS COCO 2-shot (novel classes)computer vision6Feb 26, 2026
Object DetectionMS COCO novel classes 1-shotcomputer vision6Feb 26, 2026
RoI Linear EvaluationCOCO GT-boxescomputer vision6Feb 26, 2026
Homography EstimationMSCOCO (test)computer vision3d vision geometry6Feb 26, 2026
Machine TranslationCOCO Ambiguousnlp6Feb 26, 2026
Machine TranslationAmbiguous COCOnlp6Feb 26, 2026
Object DetectionMS-COCO (test)computer vision6Feb 26, 2026
Diverse Image CaptioningCOCO Entitiescomputer visionnlp6Feb 26, 2026
Instance-aware human parsingDensePose-COCO 1 (test)computer vision6Feb 26, 2026
Layout-to-Image GenerationCOCOimage generation editing6Feb 26, 2026