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ResearchFormerly WizWand

Class Incremental Learning on DomainNet

73.82Avg AccuracyJanus-LoRA
33.894444.259754.62564.9903Nov 30, 2025Dec 29, 2025Jan 28, 2026Feb 27, 2026Mar 28, 2026Apr 27, 2026May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Janus-LoRAMode=Class-incremental2026.0573.827.7479.67
LoRA-DRSMode=Class-incremental2026.0573.44.879.36
Coda-PromptMode=Class-incremental2026.0573.145.578.64
InfLoRAMode=Class-incremental2026.0572.947.3878.98
Dual-PromptMode=Class-incremental2026.0571.75.7477.3
L2PMode=Class-incremental2026.0571.337.7376.4
Fine-TuningMode=Class-incremental2026.0569.345.1474.83
LoRA-GPMMode=Class-incremental2026.0569.245.5574.84
BiLoRAMode=Class-incremental2026.0567.324.9173.03
MIRAScenario=Class Incremental Learning2025.1167.297.668.24
ICONScenario=Class Incremental Learning2025.1165.439.7259.94
CODA-PScenario=Class Incremental Learning2025.1165.2115.0157.17
LAEScenario=Class Incremental Learning2025.1165.069.6854.87
DualPromptScenario=Class Incremental Learning2025.1162.557.6256.94
L2PScenario=Class Incremental Learning2025.1160.98.2354.73
LwFScenario=Class Incremental Learning2025.1153.7919.4148.77
EWCScenario=Class Incremental Learning2025.1153.0424.4147.31
S-PromptsScenario=Class Incremental Learning2025.1139.7819.2945.29
Fine-tuningScenario=Class Incremental Learning2025.1135.4347.7937.48