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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
Generalized Zero-Shot Instance SegmentationMS-COCO (65/15)computer vision7Feb 26, 2026
Generalized Zero-Shot Instance SegmentationMS-COCO 48-17computer vision7Feb 26, 2026
Controlled Caption GenerationCOCOcomputer visionnlp7Feb 26, 2026
Open World Object DetectionOWOD Evaluation Protocol (VOC + MS-COCO) Task 1 2007 (test)computer vision7Feb 26, 2026
Object DetectionCOCO 10% 2017 (train val)computer vision7Feb 26, 2026
Image HarmonizationHCOCO iHarmony4 (test)image generation editingcomputer vision7Feb 26, 2026
Referring Expression GroundingRef-COCO+ testA + testB (test)computer visionnlp7Feb 26, 2026
Few-shot classificationMSCOCO Meta-Dataset 1.0 (test)computer visionnlp+17Feb 26, 2026
Semantic SegmentationADE20K COCO-Place challenge 2017 (test)computer vision7Feb 26, 2026
Referring Expression Object SegmentationRefCOCO UMD (val)computer visionnlp7Feb 26, 2026
Semantic SegmentationCOCO-Stuff 3 (test)computer vision7Feb 26, 2026
Caption GenerationCOCO 2014 (test)computer visionnlp7Feb 26, 2026
Visual Question AnsweringCOCO-QAmultimodalcomputer vision+17Feb 27, 2026
Semantic LabellingPascal VOC + COCO 2012 (val)computer vision7Feb 26, 2026
Text-to-Image PersonalizationMS COCO prompts captionsimage generation editingnlp7Feb 26, 2026
Image-to-Text Membership InferenceCOCO 2017adversarial safety securitycomputer vision+16Jul 7, 2026
Image GenerationCOCO 2017 (val)image generation editing6Jul 7, 2026
Human-Pose-conditioned Image GenerationCOCO 5Kimage generation editingcomputer vision6Jun 30, 2026
Sketch-conditioned Image GenerationCOCO-5Kimage generation editingcomputer vision6Jun 30, 2026
Canny-edge-conditioned Image GenerationCOCO-5Kimage generation editingcomputer vision6Jun 30, 2026
Interactive Image SegmentationCOCO Unseen LQ-1computer vision6Jun 30, 2026
Interactive Image SegmentationCOCO Unseen LQ-2computer vision6Jun 30, 2026
Interactive Image SegmentationCOCO Unseen LQ-3computer vision6Jun 30, 2026
Image Captioning Hallucination EvaluationMSCOCOcomputer visionmultimodal6Jun 30, 2026
Spatial ReasoningWhatsUp-VLM COCOQA (test)nlp6Jun 30, 2026