Few-Shot Class-Incremental Learning on iCubWorld Single-class five-shot, 1 novel class benchmark leaderboard · SOTA2 Research

Few-Shot Class-Incremental Learning on iCubWorld Single-class five-shot, 1 novel class

1BCRRelationNet

Evaluation Results

Method	Links
RelationNet2026.01		1	0.834	0.917
OrCo2026.01		1	0.918	0.959
SLDA-fixed-Σ2026.01		1	0.935	0.968
SLDA2026.01		1	0.959	0.98
FACT2026.01		0.996	0.91	0.953
Gen1S-Diffusion2026.01		0.989	0.995	0.992
Gen1S-Diffusion2026.01		0.987	0.947	0.967
SimpleShot2026.01		0.984	0.971	0.978
Gen1S-VAE2026.01		0.98	0.937	0.958
ProtoNet2026.01		0.978	0.968	0.973
LIMIT2026.01		0.972	0.607	0.79
Gen1S-VAE2026.01		0.972	0.93	0.951
SAVC2026.01		0.968	0.945	0.956