Few-shot classification

Benchmarks

Dataset Name	SOTA Method	Metric
tieredImageNet (test)	MPA	Accuracy98.79	282	3d ago
Mini-ImageNet	P>M>F	1-shot Acc95.3	175	3d ago
CUB (test)	MetaQDA	Accuracy97.4	145	3d ago
miniImageNet standard (test)	EfficientFSL	5-way 1-shot Acc98.34	138	3d ago
miniImagenet (test)	Meta DeepBDC	Accuracy84.46	120	3d ago
mini-ImageNet (test)	Units-NTS	Accuracy92.18	113	3d ago
Omniglot (test)	ProtoNets	Accuracy99.58	109	3d ago
miniImageNet	P>M>F	5-way 5-shot Accuracy98.4	98	3d ago
CUB	MCL-Katz	Accuracy93.18	96	3d ago
Mini-Imagenet 5-way 5-shot	PMF	Accuracy98	87	3d ago
Mini-ImageNet 1-shot 5-way (test)	PTMAP-SF-SOTp	Accuracy85.59	82	3d ago
ModelNet40 10-way 20-shot	CSCon	Accuracy96.5	79	3d ago
ModelNet40 10-way 10-shot	Point-PQAE	Accuracy94.1	79	3d ago
ModelNet40 5-way 20-shot	CSCon	Accuracy99.4	79	3d ago
ModelNet40 5-way 10-shot	DAP-MAE	Accuracy97.5	79	3d ago
mini-ImageNet → CUB (test)	TRIDENT	Accuracy (5-shot)80.74	75	3d ago
MiniImageNet 5-way 10-shot (test)	Oracle	Accuracy71.78	69	3d ago
ModelNet40 (test)	MaskFeat3D	Mean Accuracy98.4	68	3d ago
EuroSAT	AMC-MetaNet	Accuracy90.85	67	3d ago
CIFAR-FS	PT-MAP	Accuracy (5-way 1-shot)87.7	58	3d ago
CUB-200 2011 (test)	FRN+ + TDM	5-way 1-shot Acc84.36	56	3d ago
NWPU	DN4	Accuracy93.25	54	3d ago
UCM	AMC-MetaNet	Accuracy89.85	54	3d ago
CIFAR-FS (test)	MPA	Mean Accuracy97.64	51	3d ago
AID	AMC-MetaNet	Accuracy88.95	48	3d ago

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