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ResearchFormerly WizWand

Multi-label class-incremental learning on MS-COCO 2014 (B40-C10)

84.1Average mAPDeCLIP
2.04423.34744.6565.953Sep 27, 2025
Updated 7mo ago

Evaluation results

MethodLinks
DeCLIPBackbone=CLIP with ViT-B/16, Type=MLCIL, Memory=02025.0984.181.470.971.9
DPABackbone=CLIP with ViT-B/16, Type=MLCIL, Memory=02025.0981.177.268.268.5
L3ABackbone=TResNetM, Type=MLCIL, Memory=02025.0979.978.80.160.15
HCPBackbone=TResNetM, Type=MLCIL, Memory=02025.0978.975.364.968.6
MULTI-LANEBackbone=ViT-B/16, Type=MLCIL, Memory=02025.0978.976.665.966.5
CSCBackbone=TResNetM, Type=MLCIL, Memory=02025.0978.27565.767
KRTBackbone=TResNetM, Type=MLCIL, Memory=02025.0977.87464.463.4
RebLLBackbone=TResNetM, Type=MLCIL, Memory=02025.0976.472.560.764.9
MOE4CLBackbone=CLIP with ViT-B/16, Type=SLCIL, Memory=02025.0975.468.462.259.7
MG-CLIPBackbone=CLIP with ViT-B/16, Type=SLCIL, Memory=02025.0974.87161.365.2
DualPromptBackbone=ViT-B/16, Type=SLCIL, Memory=02025.0974.371.46364.3
AGCNBackbone=TResNetM, Type=MLCIL, Memory=02025.0973.969.158.759.9
L2PBackbone=ViT-B/16, Type=SLCIL, Memory=02025.0973.771.162.862.3
DER++Backbone=TResNetM, Type=SLCIL, Memory=20/class2025.0973.666.351.553.5
CODA-PBackbone=ViT-B/16, Type=SLCIL, Memory=02025.09737365.466.6
PODNetBackbone=TResNetM, Type=SLCIL, Memory=20/class2025.097164.246.642.1
RAPFBackbone=CLIP with ViT-B/16, Type=SLCIL, Memory=02025.0970.864.15859.7
DER++Backbone=TResNetM, Type=SLCIL, Memory=5/class2025.0969.65941.943.7
ERBackbone=TResNetM, Type=SLCIL, Memory=20/class2025.0968.961.658.661.1
iCaRLBackbone=TResNetM, Type=SLCIL, Memory=20/class2025.0965.655.722.125.5
BiCBackbone=TResNetM, Type=SLCIL, Memory=20/class2025.0965.555.938.140.7
PODNetBackbone=TResNetM, Type=SLCIL, Memory=5/class2025.0965.457.824.223.4
TPCILBackbone=TResNetM, Type=SLCIL, Memory=5/class2025.0963.153.125.325.1
CLAPBackbone=CLIP with ViT-B/16, Type=SLCIL, Memory=02025.0955.856.262.962.5
OCDMBackbone=TResNetM, Type=MLCIL, Memory=10002025.0951.3349.515.5
PRSBackbone=TResNetM, Type=MLCIL, Memory=10002025.0950.833.29.315.1
CL-CLIPBackbone=CLIP with ViT-B/16, Type=SLCIL, Memory=02025.095.24.46.67