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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 Hallucination EvaluationCOCO (test)multimodalcomputer vision3Feb 26, 2026
Object DetectionPASCAL VOC converted to COCO format (val)computer vision3Feb 26, 2026
Text-to-image retrievalCrissCrossed Caption (CxC) COCO (test)multimodalretrieval search rag3Feb 26, 2026
Image-to-text retrievalCrissCrossed Caption (CxC) COCO (test)multimodalretrieval search rag3Feb 26, 2026
Panoptic SegmentationMS-COCOcomputer vision3Feb 26, 2026
Image CaptioningCOCO c40 (test)multimodalcomputer vision+13Feb 27, 2026
Object Detection ExplanationCOCO 1,000 images (val)computer vision3Feb 26, 2026
Pedestrian Pose EstimationMS-COCO 70% Occlusion (test)computer vision3Feb 26, 2026
Pedestrian Pose EstimationMS-COCO 60% Occlusion (test)computer vision3Feb 26, 2026
Pedestrian Pose EstimationMS-COCO 50% Occlusion (test)computer vision3Feb 26, 2026
Pedestrian Pose EstimationMS-COCO 40% Occlusion (test)computer vision3Feb 26, 2026
Pedestrian Pose EstimationMS-COCO 30% Occlusion (test)computer vision3Feb 26, 2026
Pedestrian Pose EstimationMS-COCO 20% Occlusion (test)computer vision3Feb 26, 2026
3D clothed human reconstructionMSCOCO3d vision geometrycomputer vision3Feb 26, 2026
Out-of-context object detectionCOCO-OOC (test)computer vision3Feb 26, 2026
Text-guided Image ManipulationCOCO (test)image generation editingmultimodal3Feb 26, 2026
Weakly Semi-Supervised Object DetectionCOCO-standard (20%)computer vision3Feb 26, 2026
Weakly Semi-Supervised Object DetectionCOCO standard (10%)computer vision3Feb 26, 2026
Weakly Semi-Supervised Object DetectionCOCO standard (5%)computer vision3Feb 26, 2026
Weakly Semi-Supervised Object DetectionCOCO standard (1%)computer vision3Feb 26, 2026
Object DetectionCOCO standard (30% labeled)computer vision3Feb 26, 2026
Object DetectionCOCO-standard (20% labeled)computer vision3Feb 26, 2026
Boundary ReconstructionCOCO 2017computer vision3Feb 26, 2026
Segmentation-to-image synthesisMS-COCOimage generation editingcomputer vision3Feb 26, 2026
Object DetectionCOCOcomputer vision3Feb 26, 2026