DTD

Benchmarks

Task Name	Dataset Name	SOTA Result
Image Classification	DTD	Accuracy88.9	487
Image Classification	DTD	Accuracy94.3	419
Image Classification	DTD (test)	Accuracy93.56	181
Texture Classification	DTD	Accuracy84	108
Image Classification	DTD	Base Score87.73	79
Base-to-New Generalization	DTD	Base Accuracy86.88	68
Model Selection	DTD	Weighted Kendall's Tau0.907	46
Fine-grained Image Classification	DTD (novel classes)	ECE3.3	36
Out-of-Distribution Detection	DTD	AUROC98	36
Image Classification	DTD	Accuracy61.2	30
Image Classification	DTD	Base Accuracy84.6	28
Anomaly Detection	DTD	AUROC99.7	28
Fine-grained classification	DTD (base classes)	Accuracy81.02	27
Image-level Anomaly Detection	DTD	AUROC99.6	25
Fine-grained classification	DTD	Clean Accuracy54	24
Texture Classification	DTD	Accuracy85.63	24
Classification	DTD	Accuracy54.52	22
Anomaly Detection	DTD Synthetic	AUROC (Clean)99.1	22
Fine-grained Image Classification	DTD (test)	Top-1 Error15.6	21
Anomaly Localization	DTD	AUROC99.4	19
Texture Classification	DTD (test)	Accuracy91.7	19
Classification	DTD	Robust Accuracy27.32	18
Image-level Anomaly Detection	DTD Synthetic	AUROC98.1	18
Fine-grained classification	DTD	Accuracy80.1	14
Image Classification	DTD	Base Accuracy86.14	13

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