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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
panoptic segmentationCOCO-C level 4 (val)computer vision4Feb 26, 2026
Panoptic SegmentationCOCO-C level 1 (val)computer vision4Feb 26, 2026
Panoptic SegmentationCOCO-C level 2 corruptions (val)computer vision4Feb 26, 2026
Panoptic SegmentationCOCO-C level 3 (val)computer vision4Feb 26, 2026
Image CaptioningCOCOmultimodalcomputer vision+14Feb 26, 2026
Referring Image SegmentationRefCOCO 142K image-text samplescomputer visionmultimodal4Feb 26, 2026
Referring SegmentationFP-RefCOCOg augmented (val)computer visionmultimodal4Feb 26, 2026
Object IdentificationFP-RefCOCOg augmented (val)computer vision4Feb 26, 2026
Referring SegmentationFP-RefCOCO+ augmented (val)computer visionmultimodal4Feb 26, 2026
Object IdentificationFP-RefCOCO+ augmented (val)computer vision4Feb 26, 2026
Referring SegmentationFP-RefCOCO augmented (val)computer visionmultimodal4Feb 26, 2026
Object IdentificationFP-RefCOCO augmented (val)computer vision4Feb 26, 2026
Referring Expression GenerationRefCOCO, RefCOCO+, RefCOCOg Averagecomputer visionnlp4Feb 26, 2026
Referring Expression GenerationRefCOCOg (test (U))computer visionnlp4Feb 26, 2026
Referring Expression GenerationRefCOCOg U (val)computer visionnlp4Feb 26, 2026
Referring Expression GenerationRefCOCO+ (val)computer visionnlp4Feb 26, 2026
Referring Expression GenerationRefCOCO (val)computer visionnlp4Feb 26, 2026
Image EditingCOCO (val)image generation editing4Feb 26, 2026
Interactive Object DetectionCOCO (val)computer vision4Feb 26, 2026
Amodal CompletionCOCO-A (test)computer vision3d vision geometry4Feb 26, 2026
Amodal appearance completionCOCO-Acomputer vision4Feb 26, 2026
Amodal CompletionCOCO-Acomputer vision3d vision geometry4Feb 26, 2026
Object-centric learningCOCO 2017 (test)computer vision4Jun 16, 2026
Region CaptioningRefCOCO+ (testB)computer visionnlp4Feb 26, 2026
Region CaptioningRefCOCO+ (testA)computer visionnlp4Feb 26, 2026