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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
Image ClassificationCOCO-on-Places (test)computer vision6Feb 26, 2026
Text-to-Image GenerationMSCOCO (val)image generation editing6Feb 26, 2026
Spatial ReasoningCOCO Spatial 27K Verticalnlp6Feb 26, 2026
Spatial ReasoningCOCO-Spatial 27K Horizontalnlp6Feb 26, 2026
Referring Image SegmentationRefCOCO original (val)computer visionmultimodal6Feb 26, 2026
Region-level referring expression generationRefCOCO+ (testB)computer visionnlp6Feb 26, 2026
Region-level referring expression generationRefCOCO+ (testA)computer visionnlp6Feb 26, 2026
Visual Hallucination EvaluationPOPE MS-COCO Popular sampling (val)computer visionmultimodal6Feb 26, 2026
Visual Hallucination EvaluationPOPE MS-COCO Random sampling (val)computer visionmultimodal6Feb 26, 2026
Pose-controlled Image GenerationMSCOCO (val)image generation editingcomputer vision6Feb 26, 2026
Canny edge to imageCOCOcomputer visionimage generation editing6Feb 26, 2026
Multi-instance Image GenerationCOCO-MIGimage generation editing6Feb 26, 2026
Text-to-image generationCOCO 2017image generation editing6Feb 26, 2026
Text-to-Image RetrievalCOCO-CN Chinese 1K (test)multimodalretrieval search rag6Feb 26, 2026
Instance SegmentationCOCOcomputer vision6Feb 26, 2026
Few-shot Image ClassificationMSCOCOcomputer vision6Feb 26, 2026
Object DetectionCorCOCO Out-Domain (val)computer vision6Feb 26, 2026
Object DetectionMS-COCO In-Domain (val)computer vision6Feb 26, 2026
Large Multi-modal Model EvaluationLLaVA-Bench COCO v1multimodalllm chat instruction6Feb 26, 2026
Instance SegmentationCOCO-80 (val)computer vision6Feb 26, 2026
Object DiscoveryCOCO 2017 (val)computer vision6Feb 26, 2026
Semantic SegmentationCOCO-Stuff 10Kcomputer vision6Feb 26, 2026
Instance SegmentationCOCO C4-averaged 2017 (val)computer vision6Feb 26, 2026
Controllable Image Generation (Sketch)COCO 2017 (val)image generation editing6Feb 26, 2026
2D Pose EstimationCOCO 2017 (val)computer vision6Feb 26, 2026