DTD

Benchmarks

Task Name	Dataset Name	SOTA Result
Image Classification	DTD	Accuracy88.9	599
Image Classification	DTD	Accuracy94.3	487
Image Classification	DTD (test)	Accuracy95.8	316
Texture Classification	DTD	Accuracy84	131
Image Classification	DTD	Base Score88.19	108
Base-to-New Generalization	DTD	Base Accuracy86.88	94
Image Classification	DTD	Accuracy86.12	75
Anomaly Detection	DTD	AUROC99.7	55
Image Classification	DTD	Base Accuracy85.67	52
Few-shot Image Classification	DTD	Accuracy83.6	51
Classification	DTD	Accuracy88.6	50
Image Clustering	DTD	NMI69.7	49
Model Selection	DTD	Weighted Kendall's Tau0.907	46
Image Classification	DTD (test)	Accuracy (DTD Test)69.42	44
Fine-grained classification	DTD	Clean Accuracy54	41
Image Classification	DTD	Base Score85.67	39
Fine-grained classification	DTD	Accuracy86.58	38
Fine-grained Image Classification	DTD (novel classes)	ECE3.3	36
Out-of-Distribution Detection	DTD	AUROC98	36
Image-level Anomaly Detection	DTD Synthetic	AUROC98.1	31
Image-to-image retrieval	DTD	mAP44.9	30
Image Classification	DTD	Accuracy61.2	30
Fine-grained classification	DTD (base classes)	Accuracy81.02	27
Anomaly Localization	DTD	AUROC99.4	27
Texture Classification	DTD	Base Accuracy85.67	27

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