Few-shot Image Classification

Benchmarks

Dataset Name	SOTA Method	Metric
Mini-Imagenet (test)		Accuracy99	235	3mo ago
tieredImageNet	Ours-Raw	Accuracy0.9496	190	8d ago
miniImageNet (test)	MPA	Accuracy99.07	117	1mo ago
tieredImagenet (test)	CAML	Accuracy98.1	86	3mo ago
Aggregated image datasets	CartographyHard	Accuracy Difference3.03	69	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	2mo ago
FC100 (test)	MPA	Accuracy90.57	69	3mo ago
ImageNet FS (novel)	KGTN-ens	Top-5 Acc0.8256	59	3mo ago
mini-ImageNet K=20 (test)	PADDLE	Accuracy80	56	3mo ago
DTD	FD-Align	Accuracy83.6	51	12d ago
Average 11 datasets (test)	CAPT	Average Accuracy (Few-shot)87.41	47	1mo ago
MiniImageNet 5-way 3-shot (test)	TraNFS-2	Accuracy63.63	46	3mo ago
MiniImageNet 5-way 10-shot (test)	Spatial median prototypes	Accuracy (0% noise)73.69	46	3mo ago
CIFAR-FS (test)	SeedSelect	Accuracy94.87	46	3mo ago
miniImageNet meta (test)	NAO-centroid	Accuracy93.21	46	3mo ago
CropDiseases CDFSL (test)	UniSiam	Accuracy98.14	45	3mo ago
ImageNet FS (all)	SGM	Top-5 Acc83.6	44	3mo ago
tiered-ImageNet K=160 (test)	PADDLE	Accuracy0.72	42	3mo ago
Meta-Dataset (test)	TSP	Omniglot Accuracy97.2	40	3mo ago
CD-FSL 5-way 5-shot (test)	IM-DCL	ChestX Accuracy28.93	38	2mo ago
CD-FSL 5-way 1-shot (test)	IM-DCL	ChestX Accuracy23.98	38	2mo ago
AIDER subset simulation	HC-Transformer	Average Accuracy (AA)79.4	36	19d ago
SUN397	MoE	Accuracy72.5	36	2mo ago
ISIC (test)	SEAL	Accuracy55.12	36	3mo ago
miniImageNet Open-Ended 2-Way	LQAE (ours)	Accuracy69.8	35	3mo ago

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