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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
Text-to-image synthesis evaluationCOCO 2017image generation editing10Feb 26, 2026
Text-to-image synthesis evaluationCOCO 2014image generation editing10Feb 26, 2026
XAI Faithfulness (Deletion)COCO (val)computer visionadversarial safety security10Feb 26, 2026
XAI Faithfulness (Insertion)COCO (val)computer visionadversarial safety security10Feb 26, 2026
Object DetectionCOCO (val)computer vision10Feb 26, 2026
3D Shape ReconstructionCOCO (test)3d vision geometry10Feb 26, 2026
Semantic Image SynthesisCOCO-Stuff to Cityscapes (target: 100 images)image generation editingcomputer vision10Feb 26, 2026
Semantic Image SynthesisADE20K to COCO-Stuff target: 100 imagesimage generation editingcomputer vision10Feb 26, 2026
Semantic Image SynthesisCOCO-Stuff to ADE20K target: 100 imagesimage generation editingcomputer vision10Feb 26, 2026
Fine-grained text-based image retrievalFSCOCO (test)retrieval search ragmultimodal+210Feb 26, 2026
Fine-grained text-based image retrievalSketchyCOCO (test)retrieval search ragmultimodal+210Feb 26, 2026
Semantic SegmentationCOCO Stuff zero-shotcomputer vision10Feb 26, 2026
Whole-body pose estimationCOCO-WholeBody V1.0 (test)computer vision10Feb 26, 2026
Object DetectionCOCO 2017 (test)computer vision10Mar 31, 2026
Multi-label RecognitionMS-COCO 2014 (val)computer vision10Feb 26, 2026
Instance SegmentationCOCO 2017 (minival)computer vision10Feb 26, 2026
Object affordance recognitionObject365 COCO labels v1computer vision10Feb 26, 2026
Scene-level Fine-Grained SBIRSketchyCOCO Complete Sketchcomputer visionretrieval search rag10Feb 26, 2026
Multi-object discoveryCOCO C120K (train)computer vision10Feb 26, 2026
Multi-object discoveryCOCO C20K (train)computer vision10Feb 26, 2026
Semantic SegmentationCOCO-Stuff 171 classes (test)computer vision10Feb 26, 2026
Image-to-textMS-COCO 1k (test)multimodalcomputer vision+110Feb 26, 2026
Referring Image SegmentationG-Ref MS-COCO based (longer sentences) (val)computer visionmultimodal10Feb 26, 2026
Partially supervised instance segmentationCOCO non-voc -> voc (val)computer vision10Feb 26, 2026
Partially supervised instance segmentationCOCO voc -> non-voc (val)computer vision10Feb 26, 2026