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ResearchFormerly WizWand

Image Classification on ImageNet (val) (Top-1 Quantization and Drop Analysis)

71.08Top-1 Accuracy (Full Precision)OMPQ
69.707270.063670.4270.7764Aug 6, 2025
Updated 7mo ago

Evaluation results

MethodLinks
OMPQBackbone=ResNet18, W-bit=3MP, A-bit=8, Searching Data=642025.0871.0869.94-1.14
DNASBackbone=ResNet18, W-bit=3MP, A-bit=3MP, BitOps(G)=25.382025.087168.7-2.3
SPOSBackbone=ResNet18, W-bit=3MP, A-bit=3MP, BitOps(G)=21.922025.0870.969.4-1.5
InfoQBackbone=ResNet18, W-bit=3MP, A-bit=8, Searching Data=48002025.0870.670.940.34
InfoQBackbone=ResNet18, W-bit=3MP, A-bit=3MP, BitOps(G)=23.04, Searching Data=48002025.0870.669.99-0.61
LIMPQBackbone=ResNet18, W-bit=3MP, A-bit=3MP, BitOps(G)=23.07, Searching Data=0.6M, First layer activation quantized=false2025.0870.569.7-0.8
PACTBackbone=ResNet18, W-bit=3, A-bit=3, BitOps(G)=23.092025.0870.468.1-2.3
LQ-NetsBackbone=ResNet18, W-bit=3, A-bit=322025.0870.369.3-1
LQ-NetsBackbone=ResNet18, W-bit=4, A-bit=322025.0870.370-0.3
LQ-NetsBackbone=ResNet18, W-bit=3, A-bit=3, BitOps(G)=23.092025.0870.368.2-2.1
AutoQBackbone=ResNet18, W-bit=3MP, A-bit=3MP2025.0869.967.5-2.4
NiceBackbone=ResNet18, W-bit=3, A-bit=3, BitOps(G)=23.092025.0869.867.7-2.1
MPQCOBackbone=ResNet18, W-bit=3MP, A-bit=32, Searching Data=10242025.0869.7669.5-0.26
MPQCOBackbone=ResNet18, W-bit=3MP, A-bit=8, Searching Data=10242025.0869.7669.39-0.37