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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
Panoptic SegmentationCOCO 2017 (test-dev)computer vision41Feb 26, 2026
Object DetectionMS COCO 2014 (val)computer vision41Feb 26, 2026
Watermark RemovalMS-COCOimage generation editing40May 20, 2026
Unsupervised Image HashingCOCOcomputer vision40Apr 7, 2026
Out-of-Distribution DetectionCore50 IDcomputer visiontabular time series40Mar 20, 2026
OOD DetectionCoComageNet monocomputer visiontabular time series40Feb 26, 2026
OOD DetectionCoComageNetcomputer visiontabular time series40Feb 26, 2026
Open-vocabulary SegmentationCOCO Objectcomputer vision40May 20, 2026
HOI DetectionV-COCOcomputer vision40Feb 26, 2026
Interpretability EvaluationMS COCOcomputer vision40Feb 26, 2026
Semantic SegmentationMS COCO 20icomputer vision40Feb 26, 2026
Text-to-Image GenerationMSCOCO 2017 (val)image generation editing39Jun 11, 2026
Image RetrievalMSCOCO @5000 (test)retrieval search ragcomputer vision39Feb 26, 2026
Image SegmentationCOCOcomputer vision39May 26, 2026
Visual Hallucination EvaluationPOPE MS-COCO Adversarial sampling (val)computer visionmultimodal39Feb 26, 2026
Semantic SegmentationCOCOStuff 164Kcomputer vision39Jun 4, 2026
Text RetrievalMS-COCOretrieval search rag39Mar 6, 2026
Object DetectionMS-COCOcomputer vision38Feb 27, 2026
Visual GroundingRefCOCO+multimodalcomputer vision38Apr 10, 2026
Object Hallucination AssessmentMSCOCOcomputer vision38Mar 4, 2026
Image HarmonizationiHarmony4 HCOCOimage generation editingcomputer vision38Feb 26, 2026
Few-shot semantic segmentationCOCO-20i (4-fold cross-validation)computer vision38Feb 26, 2026
Text-to-Image SynthesisCOCO (test)image generation editing38Feb 26, 2026
Zero-shot SegmentationMS-COCOcomputer vision37May 19, 2026
Few-Shot Object DetectionMS COCO Novel Classescomputer vision37Feb 26, 2026