DTD

Benchmarks

Task Name	Dataset Name	SOTA Result
Image Classification	DTD	Accuracy88.9	610
Image Classification	DTD	Accuracy94.3	487
Image Classification	DTD (test)	Accuracy95.8	316
Texture Classification	DTD	Accuracy84	131
Base-to-New Generalization	DTD	Base Accuracy86.88	114
Image Classification	DTD	Base Score88.19	108
Image Classification	DTD	Accuracy86.12	87
Classification	DTD	Accuracy88.6	87
Image Classification	DTD (test)	Accuracy (DTD Test)69.42	65
Anomaly Detection	DTD	AUROC99.7	55
Fine-grained classification	DTD	Clean Accuracy54	54
Image Classification	DTD	Base Accuracy85.67	52
Few-shot Image Classification	DTD	Accuracy83.6	51
Image Clustering	DTD	NMI69.7	49
Model Selection	DTD	Weighted Kendall's Tau0.907	46
Image Classification	DTD	Accuracy81.71	39
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
Image Classification	DTD	Top-1 Clean Accuracy62.88	27
Fine-grained classification	DTD (base classes)	Accuracy81.02	27

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