Long-tailed classification

Benchmarks

Dataset Name	SOTA Method	Metric
CIFAR-100 long-tail (test)	NS-LF	Accuracy (All)56.4	77	3d ago
CIFAR-10 long-tail (test)	NS-LF	Accuracy (All)87.3	77	3d ago
Disease-48 (test)	Relational Subsets Knowledge Distillation	Accuracy (Head)64.17	14	1mo ago
Lesion-10 (test)	DB Loss	Accuracy (Head)88.01	14	1mo ago
AWA-LT (test)	DRAGON + Bal'Loss	AccPC76.2	11	1mo ago
SUN long-tailed (test)	DRAGON + Bal'Loss	AccPC36.1	11	1mo ago
CUB long-tailed (test)	DRAGON + Bal'Loss	Accuracy PC60.1	11	1mo ago
Places365 LT	LIFT	Top-1 Accuracy51.5	8	12d ago
ImageNet LT	VL-LTR	Top-1 Accuracy77.2	6	12d ago
CIFAR100-LT tau=50 (test)	LPT	Accuracy90	5	1mo ago
CIFAR100-LT tau=10 (test)	LPT	Accuracy91	4	1mo ago
STL-10 ratio 0.02	ETF Classifier + DR	Accuracy0.463	4	1mo ago
STL-10 ratio 0.01	ETF Classifier + DR	Accuracy42.9	4	1mo ago
STL-10 ratio 0.005	ETF Classifier + DR	Accuracy39.5	4	1mo ago
SVHN ratio 0.02	ETF Classifier + DR	Accuracy49.8	4	1mo ago
SVHN ratio 0.01	ETF Classifier + DR	Accuracy45.7	4	1mo ago
SVHN ratio 0.005	ETF Classifier + DR	Accuracy (%)42.8	4	1mo ago
CIFAR-100 ratio 0.02	ETF Classifier + DR	Accuracy50.4	4	1mo ago
CIFAR-100 ratio 0.01	ETF Classifier + DR	Accuracy45.3	4	1mo ago
CIFAR-100 ratio 0.005	ETF Classifier + DR	Accuracy40.9	4	1mo ago
CIFAR-10 ratio 0.02	Learnable Classifier + CE	Accuracy (%)84.1	4	1mo ago
CIFAR-10 ratio 0.01	ETF Classifier + DR	Accuracy78.5	4	1mo ago
CIFAR-10 ratio 0.005	ETF Classifier + DR	Accuracy72.9	4	1mo ago
ISIC	SciLT	MEL67.8	3	12d ago
CIFAR100-LT tau=200 (test)	LPT	Accuracy87.9	3	1mo ago

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