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Long-Tailed Image Classification

Benchmarks

Dataset Name	SOTA Method	Metric
ImageNet-LT (test)	Ours	Top-1 Acc (Overall)82	246	21d ago
iNaturalist 2018	LIFT	Accuracy85.2	82	3mo ago
Places-LT (test)	Category Extrapolation	Accuracy52.4	74	8d ago
Places-LT 1.0 (Backward-LT)	LADE	Top-1 Accuracy43	70	3mo ago
Places Forward-LT 1.0	SADE	Top-1 Accuracy46.4	70	3mo ago
CIFAR-100 LT (Imbalance ratio 100)	Prototype Classifier	Top-1 Acc53.41	47	3mo ago
CIFAR10-LT imbalance factor 100 (test)	DRO-LT (Learned ε)	Top-1 Accuracy82.6	46	3mo ago
ImageNet-LT	GLMC	Accuracy (Many)70.1	37	21h ago
CIFAR100-LT Imbalance Ratio 10	CVS+ADRW	Accuracy85.7	32	3mo ago
TinyImageNet long-tailed (test)	CFA	Naturalness (All Classes)50.57	30	20d ago
CIFAR100 long-tailed (test)	CFA	Natural Accuracy (all classes)56.26	30	20d ago
CIFAR-100-LT Imbalance ratio 50	Prototype Classifier	Top-1 Acc57.75	28	3mo ago
CIFAR-100 long-tailed (IF=100) (test)	GLMC + SAMN	Top-1 Accuracy57.7	26	21h ago
CIFAR100-LT imbalance factor 100 (test)	BALLAD	Top-1 Acc77.8	23	3mo ago
CIFAR100-LT Imbalance Factor 10	APA*+AGLU	Top-1 Acc66.8	22	3mo ago
CIFAR100-LT Uniform distribution IR100 (test)	SADE	Top-1 Acc49.8	22	3mo ago
ImageNet-LT 1.0 (test)	BCL	Top-1 Accuracy (Overall)57.1	21	3mo ago
CIFAR-100-LT λ=100 (test)	LPT	Accuracy (top-1)89.1	21	3mo ago
CIFAR-10 LT gamma=100, beta=20% (test)	ReMixMatch w/ ABC	Overall Accuracy82.4	21	3mo ago
CIFAR-10-LT IF=100 (test)	GLMC + SAMN	Top-1 Accuracy88.5	20	21h ago
CIFAR100-LT IF 50 (test)	NCL	Accuracy58.2	19	3mo ago
iNat (val test)	RAC	Overall Accuracy80.2	17	3mo ago
Places-LT (val test)	VL-LTR	Overall Accuracy50.1	15	3mo ago
CIFAR10 beta=100 LT (test)	ATL_all	Top-1 Acc82.6	15	3mo ago
CIFAR10-LT IF 50 (test)	NCL	Accuracy87.3	15	3mo ago

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