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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
Cross-modal RetrievalMS-COCO 5Kmultimodalretrieval search rag5Feb 26, 2026
Image-to-Image GenerationMS-COCO 30k (val)image generation editing5Feb 26, 2026
Multimodal-to-Image GenerationMS-COCO 30k (val)multimodalimage generation editing5Feb 26, 2026
Zero-shot Promptable SegmentationCOCO 2017 (val)computer visionmultimodal5Feb 26, 2026
Image RetrievalCOCO CFs (test)retrieval search ragcomputer vision5Feb 26, 2026
Text RetrievalCOCO-CFs (test)retrieval search rag5Feb 26, 2026
Text-to-image retrievalCOCO sports subset 10% labeledmultimodalretrieval search rag5Feb 26, 2026
Image-to-text retrievalCOCO sports 10% labeledmultimodalretrieval search rag5Feb 26, 2026
Semantic SegmentationCOCO 50 labels (val)computer vision5Feb 26, 2026
Object DetectionMS COCO GZSDcomputer vision5Feb 27, 2026
Few-Shot SegmentationCOCO-20i 2-way 1-shotcomputer vision5Feb 26, 2026
Few-Shot ClassificationCOCO-20i 2-way 1-shotcomputer visionnlp+15Feb 26, 2026
Few-Shot SegmentationCOCO-20i 1-way 1-shotcomputer vision5Feb 26, 2026
Few-Shot ClassificationCOCO-20i 1-way 1-shotcomputer visionnlp+15Feb 26, 2026
Image RetrievalCOCO 5kretrieval search ragcomputer vision5Feb 27, 2026
Visual CountingFSC-147 COCO (test)computer vision5Feb 26, 2026
Visual CountingFSC-147 COCO (val)computer vision5Feb 26, 2026
Outlier-aware object detectionYoutube-VIS (ID) MS-COCO (OD) 2021 (test)computer vision5Feb 26, 2026
Outlier-aware Object DetectionPASCAL-VOC (ID) vs MS-COCO (OD) 2012 (test val)computer vision5Feb 26, 2026
Semantic SegmentationCOCO-Stuff partial classescomputer vision5Feb 26, 2026
Instance SegmentationCOCO Person (without small person instances) 2017 (minival)computer vision5Feb 26, 2026
Human Pose EstimationCOCO Person (without small person instances) 2017 (minival)computer vision5Feb 26, 2026
Instance SegmentationCOCO-OCC (val)computer vision5Feb 26, 2026
Object InpaintingMSCOCOimage generation editingcomputer vision5Feb 26, 2026
Text-guided object inpaintingMSCOCOimage generation editingcomputer vision+15Feb 26, 2026