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DataComp

Benchmarks

Task NameDataset NameSOTA ResultTrend
Zero-shot Image ClassificationDataComp
DataComp Score63.47
28
Image ClassificationDataComp 38 downstream tasks medium (test)
Accuracy66.7
12
Zero-shot classificationDataComp (test)
DataComp Average57.34
10
Multi-modal Representation LearningDataComp medium Evaluation Suite
Average Score37.7
9
Zero-shot EvaluationDataComp full (test)
Mean Zero-shot Accuracy63.47
8
Multi-modal EvaluationDataComp
Datacomp Average31.89
5
Multi-modal ClassificationDataComp Evaluation Suite 1.0
DataComp Average39.16
5
Image ClassificationDataComp
Average Score25.08
5
ClassificationDatacomp DFN-1B track
Average Performance (Datacomp)57.34
5
ClassificationDatacomp DFN-192M track
Average Performance (Datacomp)54.9
5
ClassificationDatacomp DFN-14M track
Average Performance39.16
5
ClassificationDatacomp CC12M track
Average Performance31.89
5
ClassificationDatacomp CC3M track
Average Performance25.08
5
Text-to-Image RetrievalDataComp 15M
Accuracy74
4
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