SOTA Few-Shot Class-Incremental Learning benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
miniImageNet (test)	LIMIT	Accuracy (Session 1)89.2	200	1mo ago
CIFAR100 (test)	GMM	Session 4 Top-1 Acc85.65	140	2mo ago
CUB200 (test)	Mamba-FSCIL	Accuracy (Session 1)86.96	128	1mo ago
CIFAR100		Accuracy (S0)91.36	111	1mo ago
CUB-200	EPT*	Session 1 Accuracy88.92	85	4mo ago
MiniImageNet		Avg Accuracy94.02	45	2mo ago
iCubWorld	SLDA	BCR100	39	4mo ago
CORe50	OrCo	BCR99.9	39	4mo ago
CUB200 (incremental sessions)	LIMIT+SV-Swin-T	Session 0 Accuracy84.19	37	4mo ago
CUB200 Session 10 - Last (test)	SAVC + EXP2	Overall Accuracy63.58	29	4mo ago
CUB200 Session 2 (test)	SAVC + EXP2	Overall Accuracy75.6	29	4mo ago
CUB200	Gen1S-VAE	Backward Class Recall74.2	26	4mo ago
CIFAR100 multi-class 5-shot	FACT	BCR80.5	26	4mo ago
miniImageNet 5-way 5-shot (incremental)	BiAG	Accuracy S084.78	21	4mo ago
CUB-200	YourSelf	Session 0 Accuracy83.4	21	4mo ago
CUB-200	Mamba-FSCIL	Session 0 Accuracy80.92	20	1mo ago
ImageNet mini	ConCM	Session 8 Harmonic Mean53.92	20	2mo ago
CIFAR-100 60 base classes 5-way 5-shot Session 8	PriViLege	Accuracy86.06	20	4mo ago
CIFAR-100 60 base classes 5-way 5-shot Session 7	PriViLege	Accuracy87.15	20	4mo ago
CIFAR-100 60 base classes, 5-way 5-shot, Session 6	PriViLege	Accuracy87.53	20	4mo ago
CIFAR-100 60 base classes 5-way 5-shot Session 5	PriViLege	Accuracy87.35	20	4mo ago
CIFAR-100 60 base classes 5-way 5-shot Session 4	PriViLege	Accuracy87.83	20	4mo ago
CIFAR-100 60 base classes 5-way 5-shot Session 3	PriViLege	Accuracy87.55	20	4mo ago
CIFAR-100 60 base classes 5-way 5-shot Session 2	PriViLege	Accuracy88.97	20	4mo ago
CIFAR-100 60 base classes 5-way 5-shot Session 1	PriViLege	Accuracy89.39	20	4mo ago

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