List your company
ResearchFormerly WizWand

Domain-incremental learning on CORe50 (test)

96.7Test AccuracyRanPAC (Ours (Algorithm 1))
73.944879.852485.7691.6676Dec 16, 2021Mar 20, 2022Jun 22, 2022Sep 25, 2022Dec 28, 2022Apr 1, 2023Jul 5, 2023
Updated 8mo ago

Evaluation results

MethodLinks
RanPAC (Ours (Algorithm 1))Backbone=ViT B/16, Rehearsal buffer=None2023.0796.73,7002,500
RanPAC (No RPs)Random Projections=False2023.0794.8——
RanPAC (No Phase 1)Phase 1 Training=False2023.0794.3——
Upper-bound (S-liPrompts)Buffer size=None2022.0793.19——
RanPAC (No RPs or Phase 1)Random Projections=False, Phase 1 Training=False2023.0792.4——
ADaMBackbone=ViT B/16, Rehearsal buffer=None2023.0792——
RanPAC (NCM with Phase 1)Classifier=Nearest Class Mean (NCM), Phase 1 Training=True2023.0791.4——
S-liPromptsBackbone=CLIP, Rehearsal buffer=None2023.0789.1——
S-liPromptsBuffer size=0/class2022.0789.06——
Upper-bound (S-iPrompts)Buffer size=None2022.0784.01——
S-iPromptsBuffer size=0/class2022.0783.13——
S-iPromptsBackbone=ViT B/16, Rehearsal buffer=None2023.0783.1——
Upper-bound2021.1282.15——
L2P-RBuffer size=50/class2021.1281.07——
L2PBuffer size=50/class2022.0781.07——
RanPAC (NCM only)Classifier=Nearest Class Mean (NCM), Phase 1 Training=False2023.0780.4——
ERBuffer size=50/class2021.1280.1——
ERBuffer size=50/class2022.0780.1——
Co2LBuffer size=50/class2021.1279.75——
Co2LBuffer size=50/class2022.0779.75——
DER++Buffer size=50/class2021.1279.7——
DER++Buffer size=50/class2022.0779.7——
BiCBuffer size=50/class2021.1279.28——
BiCBuffer size=50/class2022.0779.28——
DyToxBuffer size=50/class2022.0779.21——
L2PBuffer size=02021.1278.33——
L2PBuffer size=0/class2022.0778.33——
L2PBackbone=ViT B/16, Rehearsal buffer=None2023.0778.3——
LwFBuffer size=02021.1275.45——
LwFBuffer size=0/class2022.0775.45——
GDumbBuffer size=50/class2021.1274.92——
GDumbBuffer size=50/class2022.0774.92——
EWCBuffer size=02021.1274.82——
EWCBuffer size=0/class2022.0774.82——