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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
Class-agnostic full-scene segmentationCOCO 2017 (val)computer vision2Feb 26, 2026
SegmentationCOCO-NS (Non-Salient) (test val)computer vision2Feb 26, 2026
SegmentationCOCO-S Salient (test val)computer vision2Feb 26, 2026
SegmentationCOCO all (test val)computer vision2Feb 26, 2026
Absolute Orientation EstimationCOCO Ori3d vision geometry2Feb 26, 2026
Object DiscoveryMSCOCO 2017computer vision2Feb 26, 2026
Reprompting AttackCOCOadversarial safety security2Feb 26, 2026
Instance-level property predictionCOCOcomputer vision2Feb 26, 2026
Image CaptioningMS-COCO Karpathy Fine-tuned (test)multimodalcomputer vision+12Feb 26, 2026
Controllable Image GenerationCOCOimage generation editing2Feb 26, 2026
Text-to-ImageCOCOimage generation editing2Feb 26, 2026
Image denoisingCOCOcomputer vision2Feb 26, 2026
Point-to-image generationCOCO (val)image generation editing2Feb 26, 2026
Neuron ExplanationMS COCO subset of 20 categories 2017 (val)computer vision2Feb 26, 2026
Neuron ExplanationMS COCO subset of 24,237 images 2017 (train)computer vision2Feb 26, 2026
Object DetectionCOCO Full 100% labelscomputer vision2Feb 26, 2026
Object DetectionCOCO opencomputer vision2Feb 26, 2026
Referring SegmentationCOCOcomputer visionmultimodal2Feb 26, 2026
Semantic SegmentationCOCO (val)computer vision2Feb 26, 2026
Instance SegmentationCOCOcomputer vision2Feb 26, 2026
Unsupervised Image SegmentationCOCOcomputer vision2Feb 26, 2026
video boundary groundingF30K+COCOcomputer vision2Feb 26, 2026
video boundary groundingCOCOcomputer vision2Feb 26, 2026
T-to-V RetrievalCOCOmultimodalretrieval search rag2Feb 26, 2026
Image CaptioningCOCOmultimodalcomputer vision+12Feb 26, 2026