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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-to-Text RetrievalMS-COCO 1Kmultimodalretrieval search rag29Jul 3, 2026
Node ClassificationCOCO-SPgraph29Jun 4, 2026
Sentence-to-Image RetrievalMS-COCO 1K (5-folds) (test)multimodalnlp+129Feb 26, 2026
Image-to-Sentence RetrievalMS-COCO 1K (5-folds) (test)computer visionnlp29Feb 26, 2026
Referring SegmentationrefCOCOg U (test)computer visionmultimodal29Jul 8, 2026
Generalized Referring Expression SegmentationgRefCOCO v1 (test B)computer vision29Feb 26, 2026
Semantic SegmentationCOCO 1849 labels (1/64)computer vision29Feb 26, 2026
Object DetectionMS-COCO (minival)computer vision29Mar 17, 2026
Image CaptioningMSCOCO (test)multimodalcomputer vision+129Feb 26, 2026
Text RetrievalMSCOCO (5K)retrieval search rag29Feb 26, 2026
Object CountingCOCO Count (test)computer vision29Feb 26, 2026
AI-generated Video DetectionCoCoVideo (test)video generation editingcomputer vision28Jun 2, 2026
Object Hallucination Assessment in Image CaptioningMSCOCO 2014 (val)computer visionmultimodal+128May 26, 2026
OverclusteringCOCO Thingscomputer vision28Apr 28, 2026
Open-Vocabulary Object DetectionOV-COCO (test)computer vision28Apr 6, 2026
Hallucination EvaluationCHAIR MSCOCO 2014llm chat instructionnlp28Apr 1, 2026
Referring Object DetectionRefCOCO (testB)computer vision28Mar 26, 2026
Referring Object DetectionRefCOCO (testA)computer vision28Mar 26, 2026
Referring Object DetectionRefCOCO (val)computer vision28Mar 26, 2026
Text-to-Image GenerationMS-COCO Stable Diffusion v1.5 (test)image generation editing28Mar 24, 2026
Image-Text RetrievalMS-COCO 5K (test)multimodalretrieval search rag28Apr 21, 2026
Multi-label class-incremental learningMS-COCO 2014 (B0-C10)computer visiontabular time series28Mar 9, 2026
Hallucination EvaluationCOCOllm chat instructionnlp28Mar 6, 2026
GroundingRefCOCOcomputer visionnlp28Mar 4, 2026
Style ErasureMS-COCOimage generation editing28Mar 4, 2026