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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 LocalizationCOCO (test)computer vision3Feb 26, 2026
Referring Expression ComprehensionRefCOCOg (test-d)computer visionnlp3Feb 26, 2026
Open-set Panoptic SegmentationCOCO K=5% known-unknown split 2017 (val)computer vision3Feb 26, 2026
Instance SegmentationCOCO2VOCcomputer vision3Feb 26, 2026
Object DetectionCOCO2VOCcomputer vision3Feb 26, 2026
Object DetectionCOCO-Stuff (test)computer vision3Feb 26, 2026
Object DetectionCOCO 2017 (train)computer vision3Feb 26, 2026
Multi-object ClassificationMS-COCOcomputer vision3Feb 26, 2026
Layout-to-image generationCOCO-Stuff (test)image generation editing3Feb 26, 2026
Scene Graph to Image GenerationCOCO (Packed (16+ objects))image generation editingcomputer vision3Feb 26, 2026
Text-to-image generationCOCO (val)image generation editing3Feb 26, 2026
Bounding Box PredictionCOCO-Stuff (test)computer vision3Feb 26, 2026
Object DetectionVisDA COCO17 2018 (val)computer vision3Feb 26, 2026
Multimodal Machine Translation (English to French)Ambiguous COCO WMT2017 (test)multimodalnlp3Feb 26, 2026
Language GenerationCOCO (val)nlp3Feb 26, 2026
Pose EstimationMS-COCO (test-std)computer vision3Feb 26, 2026
Object DetectionCOCO (test-std)computer vision3Feb 26, 2026
Keypoint DetectionCOCO (test-standard)computer vision3Feb 26, 2026
Object DetectionCOCO 2015 (test-standard)computer vision3Feb 26, 2026
Text DetectionCOCO-Text (full)computer vision3Feb 26, 2026
Keypoint DetectionCOCO Kptcomputer vision2Jul 8, 2026
Semantic SegmentationMS COCOcomputer vision2Jun 30, 2026
Visual GroundingRefCOCO+ (averaged across splits)multimodalcomputer vision2Jun 16, 2026
Semantic SegmentationMS COCO (test val)computer vision2Jun 16, 2026
Object DetectionCOCO object-centric subset 2017 (test)computer vision2Jun 15, 2026