DTD

Benchmarks

Task Name	Dataset Name	SOTA Result
Image Classification	DTD	Accuracy88.9	542
Image Classification	DTD	Accuracy94.3	485
Image Classification	DTD (test)	Accuracy93.56	257
Texture Classification	DTD	Accuracy84	119
Image Classification	DTD	Base Score88.19	96
Base-to-New Generalization	DTD	Base Accuracy86.88	82
Anomaly Detection	DTD	AUROC99.7	55
Image Clustering	DTD	NMI69.7	49
Model Selection	DTD	Weighted Kendall's Tau0.907	46
Classification	DTD	Accuracy88.6	45
Few-shot Image Classification	DTD	Accuracy83.6	42
Image Classification	DTD	Base Accuracy84.6	40
Fine-grained Image Classification	DTD (novel classes)	ECE3.3	36
Out-of-Distribution Detection	DTD	AUROC98	36
Fine-grained classification	DTD	Clean Accuracy54	34
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 (test)	Accuracy (DTD Test)69.42	28
Fine-grained classification	DTD	Accuracy80.1	28
Fine-grained classification	DTD (base classes)	Accuracy81.02	27
Anomaly Localization	DTD	AUROC99.4	27
Image-level Anomaly Detection	DTD	AUROC99.6	25
Texture Classification	DTD	Accuracy85.63	24
Anomaly Detection	DTD Synthetic	AUROC (Clean)99.1	22

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