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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
Instance SegmentationCOCO Person 2017 (minval)computer vision4Feb 26, 2026
Amodal Instance SegmentationCOCOAcomputer vision4Feb 26, 2026
Multi-label RecognitionMS-COCOcomputer vision4Feb 26, 2026
Image CaptioningCOCO public server (test)multimodalcomputer vision+14Feb 27, 2026
1-way Few-shot Semantic SegmentationCOCO-20i (split-B)computer vision4Feb 26, 2026
Image CaptioningMSCOCO Enmultimodalcomputer vision+14Feb 26, 2026
Object DetectionCOCO retained 15 categoriescomputer vision4Feb 26, 2026
Text-to-Image generationLN-COCO (test)image generation editing4Feb 26, 2026
Object DetectionCOCO-C (val)computer vision4Feb 26, 2026
Unsupervised Semantic SegmentationCOCO Curated (test)computer vision4Feb 26, 2026
Unsupervised Semantic SegmentationCOCO-S-27 (curated)computer vision4Feb 26, 2026
Object DetectionCOCO additional 2017 (train + unlabeled)computer vision4Feb 26, 2026
Semantic Instance SegmentationCOCO 20kcomputer vision4Feb 27, 2026
Sketch-to-image synthesisCOCO Sketchimage generation editingcomputer vision4Feb 26, 2026
Image-to-Image TranslationCOCO Sketchimage generation editingcomputer vision4Feb 26, 2026
2D Dense CorrespondenceDensePose-COCO (test)computer vision4Feb 26, 2026
Object DetectionMS-COCO 10-way (meta-testing)computer vision4Feb 26, 2026
Text-to-Image SynthesisLN-COCO COCO-14 (test)image generation editing4Feb 26, 2026
Object DetectionCOCO classes 70-80 2017 (val)computer vision4Feb 26, 2026
Object DetectionCOCO classes 60-70 2017 (val)computer vision4Feb 26, 2026
Object DetectionCOCO classes 50-60 2017 (val)computer vision4Feb 26, 2026
Object DetectionCOCO classes 40-50 2017 (val)computer vision4Feb 26, 2026
Incremental Object DetectionCOCO classes 1-80, incremental step 60-80computer vision4Feb 26, 2026
Incremental Object DetectionCOCO classes 1-60, incremental step 40-60computer vision4Feb 26, 2026
Object DetectionMS-COCO 2x Schedule 2017 (val)computer vision4Feb 26, 2026