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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 GenerationMSCOCO 2014 (val)image generation editing5Feb 26, 2026
Unconditional generationCOCO 2014 (val)nlp5Feb 26, 2026
Image GenerationMSCOCO 2017 (val)image generation editing5Feb 26, 2026
Diffusion InversionCOCO 2014 (test)image generation editing5Feb 26, 2026
Monocular 3D DetectionCOCO3D3d vision geometrycomputer vision5Feb 26, 2026
Human Instance SegmentationCOCOPersons 2017 (val)computer vision5Feb 26, 2026
Concept interpretabilityCOCO-stuff (test)computer vision5Feb 26, 2026
Deep Image SteganographyCOCOcomputer vision5Feb 26, 2026
Multi-concept ErasureMSCOCO 480computer vision5Feb 26, 2026
Object ErasureMSCOCO 480computer vision5Feb 26, 2026
Text-to-Image GenerationMS-COCO 10kimage generation editing5Feb 26, 2026
Referring DetectionRegionDial-Bench RefCOCOg Multi-turn (test)computer visionnlp5Feb 26, 2026
Referring DetectionRegionDial-Bench RefCOCO+ Multi-turn (test)computer visionnlp5Feb 26, 2026
Object Hallucination ProbingMS COCO Popular splitcomputer visionnlp5Feb 26, 2026
Referring Image SegmentationrefCOCO+ UMD (testB)computer visionmultimodal5Feb 26, 2026
Referring Image SegmentationrefCOCO+ UMD (testA)computer visionmultimodal5Feb 26, 2026
Referring Image SegmentationrefCOCO UMD (testB)computer visionmultimodal5Feb 26, 2026
Referring Image SegmentationrefCOCO UMD (testA)computer visionmultimodal5Feb 26, 2026
Watermark AttackCOCOadversarial safety security5Feb 26, 2026
Backdoor DetectionMS-COCO PersonalBKDDream v1.4 (test)adversarial safety security5Feb 26, 2026
Backdoor DetectionMS-COCO VillanBKD v1.4 (test)adversarial safety security5Feb 26, 2026
Backdoor DetectionMS-COCO EvilEdit v1.4 (test)adversarial safety security5Feb 26, 2026
Backdoor DetectionMS-COCO BadT2ISent v1.4 (test)adversarial safety security5Feb 26, 2026
Backdoor DetectionMS-COCO BadT2ITok v1.4 (test)adversarial safety security5Feb 26, 2026
Scanpath PredictionCOCO-FreeView (test)computer vision5Feb 26, 2026