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MS-COCO

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image CaptioningMS COCO Karpathy (test)
CIDEr149.1
682
Object DetectionMS COCO (test-dev)
mAP@.578.5
677
Object DetectionMS-COCO 2017 (val)
mAP56.74
237
Text-to-Image RetrievalMS-COCO 5K (test)
R@168.3
223
Image RetrievalMS-COCO 5K (test)
R@167.2
217
Text RetrievalMS-COCO 5K (test)
R@184.8
182
Object DetectionMS COCO (val)
mAP0.603
138
Object DetectionMS COCO novel classes
nAP2,450
132
Text-to-image generationMS-COCO 2014 (val)
FID2.47
128
Image RetrievalMS-COCO 1K (test)
R@180.1
128
Object DetectionMS COCO novel classes 2017 (val)
AP22.73
123
Image-to-Text RetrievalMS-COCO 1K (test)
R@182
121
Image CaptioningMS COCO (test)
CIDEr140.4
117
Text-to-image generationMS-COCO (val)
FID3.22
112
Image RetrievalMS-COCO (test)
MAP84.08
98
Object DetectionMS-COCO 2017 (test)
AP53.9
82
Multi-label ClassificationMS-COCO 2014 (test)
mAP91.3
81
Object Hallucination EvaluationMS-COCO (POPE Adversarial)
Accuracy87.62
80
Text-to-Image GenerationMS-COCO 2017 (val)
FID20.51
80
Text-to-Image RetrievalMS-COCO
R@590.8
79
Object Hallucination EvaluationMS-COCO POPE (Popular)
Accuracy90.76
76
Text-to-image GenerationMS-COCO
FID7.2
75
RetrievalMS-COCO
Ave Aes5.109
72
Multi-label recognitionMS-COCO
Overall F1 Score (OF1)78.6
66
Image-to-Text RetrievalMS-COCO
R@597.2
65
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