Few-shot Image Classification

Benchmarks

Dataset Name	SOTA Method	Metric
Mini-Imagenet (test)		Accuracy99	235	1mo ago
miniImageNet (test)	MPA	Accuracy99.07	111	1mo ago
tieredImageNet	SKD-GEN0	Accuracy0.8666	90	16d ago
tieredImagenet (test)	CAML	Accuracy98.1	86	1mo ago
11 datasets average CLIP-based (ImageNet, Caltech101, OxfordPets, StanfordCars, Flowers102, Food101, FGVCAircraft, SUN397, DTD, EuroSAT, UCF101)	CLIP-LoRA + Ours	Average Accuracy83.8	69	23d ago
FC100 (test)	MPA	Accuracy90.57	69	1mo ago
ImageNet FS (novel)	KGTN-ens	Top-5 Acc0.8256	59	1mo ago
mini-ImageNet K=20 (test)	PADDLE	Accuracy80	56	1mo ago
Average 11 datasets (test)	CAPT	Average Accuracy (Few-shot)87.41	47	9d ago
MiniImageNet 5-way 3-shot (test)	TraNFS-2	Accuracy63.63	46	1mo ago
MiniImageNet 5-way 10-shot (test)	Spatial median prototypes	Accuracy (0% noise)73.69	46	1mo ago
CIFAR-FS (test)	SeedSelect	Accuracy94.87	46	1mo ago
miniImageNet meta (test)	NAO-centroid	Accuracy93.21	46	1mo ago
CropDiseases CDFSL (test)	UniSiam	Accuracy98.14	45	1mo ago
ImageNet FS (all)	SGM	Top-5 Acc83.6	44	1mo ago
DTD	FD-Align	Accuracy83.6	42	1mo ago
tiered-ImageNet K=160 (test)	PADDLE	Accuracy0.72	42	1mo ago
Meta-Dataset (test)	TSP	Omniglot Accuracy97.2	40	1mo ago
CD-FSL 5-way 5-shot (test)	IM-DCL	ChestX Accuracy28.93	38	1mo ago
CD-FSL 5-way 1-shot (test)	IM-DCL	ChestX Accuracy23.98	38	1mo ago
SUN397	MoE	Accuracy72.5	36	1mo ago
ISIC (test)	SEAL	Accuracy55.12	36	1mo ago
miniImageNet Open-Ended 2-Way	LQAE (ours)	Accuracy69.8	35	1mo ago
tieredImageNet standard (test)	LaplacianShot	Average Accuracy87.93	34	1mo ago
FGVC Aircraft (test)	+HFM	Top-1 Accuracy62.1	31	1mo ago

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