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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 Few-Shot Object DetectionMS-COCO 5-shot (test)computer vision17Feb 26, 2026
Multi-Person Pose EstimationCOCO 2017 (mini-val)computer vision17Feb 26, 2026
Visual GroundingReferCOCOg UMD (val)multimodalcomputer vision17Feb 26, 2026
Image SearchCOCOretrieval search ragcomputer vision17Feb 26, 2026
Object Hallucination ProbingCOCO POPE Randomcomputer visionnlp17Feb 26, 2026
Text-to-Image GenerationMS-COCO 2014image generation editing16Jul 2, 2026
Over-refusal EvaluationXSTest, CoCoNotllm chat instructionadversarial safety security16Jul 2, 2026
In-Context SegmentationCOCO-20i (val)computer vision16Jun 29, 2026
Visual Instruction FollowingRefCOCOmultimodalllm chat instruction16Jun 19, 2026
Top-1 RetrievalRefCOCO Gemini Oracle (test)retrieval search rag16Jun 19, 2026
CaptioningCOCO pt-PTcomputer visionmultimodal+116Jun 18, 2026
Image reconstructionMSCOCOcomputer vision16Jun 16, 2026
Multimodal JudgmentCOCOmultimodal16Jun 2, 2026
Image CaptioningMS COCOmultimodalcomputer vision+116Jun 12, 2026
Open Vocabulary SegmentationCOCO CScomputer vision16May 26, 2026
Zero-shot ClassificationCOCO VIS-IRnlpcomputer vision16May 22, 2026
Zero-shot ClassificationCOCO IRnlpcomputer vision16May 22, 2026
Zero-shot ClassificationCOCO VISnlpcomputer vision16May 22, 2026
Memorization DetectionSD LAION Lexica COCO-2017 GPT-4 1000 prompts 1.4 (Evaluation)image generation editing16May 22, 2026
Text-to-image generationLAION-COCO (test)image generation editing16May 18, 2026
Digital WatermarkingCOCOcomputer vision16May 12, 2026
Object DetectionCOCO 2017computer vision16May 12, 2026
Imprint Forgery AttackMS-COCO (test)adversarial safety security16May 12, 2026
Node ClassificationCOCO-SP (test)graph16May 14, 2026
Multimodal EvaluationCOCOmultimodal16May 4, 2026