Few-shot Image Classification

Benchmarks

Dataset Name	SOTA Method	Metric
Mini-Imagenet (test)		Accuracy99	235	4mo ago
tieredImageNet	Ours-Raw	Accuracy0.9496	190	2mo ago
miniImageNet (test)	MPA	Accuracy99.07	117	2mo ago
tieredImagenet (test)	CAML	Accuracy98.1	86	4mo ago
Aggregated image datasets	CartographyHard	Accuracy Difference3.03	69	3mo ago
11 datasets average CLIP-based (ImageNet, Caltech101, OxfordPets, StanfordCars, Flowers102, Food101, FGVCAircraft, SUN397, DTD, EuroSAT, UCF101)	CLIP-LoRA + Ours	Average Accuracy83.8	69	4mo ago
FC100 (test)	MPA	Accuracy90.57	69	4mo ago
ImageNet FS (novel)	KGTN-ens	Top-5 Acc0.8256	59	4mo ago
mini-ImageNet K=20 (test)	PADDLE	Accuracy80	56	4mo ago
DTD	FD-Align	Accuracy83.6	51	2mo ago
Average 11 datasets (test)	CAPT	Average Accuracy (Few-shot)87.41	47	3mo ago
MiniImageNet 5-way 3-shot (test)	TraNFS-2	Accuracy63.63	46	4mo ago
MiniImageNet 5-way 10-shot (test)	Spatial median prototypes	Accuracy (0% noise)73.69	46	4mo ago
CIFAR-FS (test)	SeedSelect	Accuracy94.87	46	4mo ago
miniImageNet meta (test)	NAO-centroid	Accuracy93.21	46	4mo ago
CropDiseases CDFSL (test)	UniSiam	Accuracy98.14	45	4mo ago
ImageNet FS (all)	SGM	Top-5 Acc83.6	44	4mo ago
tiered-ImageNet K=160 (test)	PADDLE	Accuracy0.72	42	4mo ago
Meta-Dataset (test)	TSP	Omniglot Accuracy97.2	40	4mo ago
CD-FSL 5-way 5-shot (test)	IM-DCL	ChestX Accuracy28.93	38	4mo ago
CD-FSL 5-way 1-shot (test)	IM-DCL	ChestX Accuracy23.98	38	4mo ago
AIDER subset simulation	HC-Transformer	Average Accuracy (AA)79.4	36	2mo ago
SUN397	MoE	Accuracy72.5	36	4mo ago
ISIC (test)	SEAL	Accuracy55.12	36	4mo ago
miniImageNet Open-Ended 2-Way	LQAE (ours)	Accuracy69.8	35	4mo ago

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