List your company
ResearchFormerly WizWand

Image Classification on ImageNet 4 (val)

83.6AccuracyEfficientNet-B5
60.834466.744772.65578.5653Nov 29, 2019Mar 9, 2020Jun 18, 2020Sep 28, 2020Jan 7, 2021Apr 18, 2021Jul 29, 2021
Updated 8mo ago

Evaluation results

MethodLinks
EfficientNet-B5#Param.=30M, Input=456^2, MACs (M)=103922021.0783.6
DeiT-B with iRPE-K#Param.=87M, Input=224^2, MACs (M)=176842021.0782.4
CPVT-B(0-5)#Param.=86M, Input=224^2, MACs (M)=175982021.0781.9
DeiT-B#Param.=86M, Input=224^2, MACs (M)=175922021.0781.8
DeiT-S with iRPE-QKV#Param.=22M, Input=224^2, MACs (M)=48852021.0781.4
DeiT-S with iRPE-QK#Param.=22M, Input=224^2, MACs (M)=47062021.0781.1
DeiT-S(Huang's)#Param.=22M, Input=224^2, MACs (M)=47062021.0781
DeiT-S(Shaw's)#Param.=22M, Input=224^2, MACs (M)=46592021.0780.9
DeiT-S with iRPE-K#Param.=22M, Input=224^2, MACs (M)=46592021.0780.9
DeiT-S(Trans.-XL's)#Param.=23M, Input=224^2, MACs (M)=48282021.0780.8
DeiT-S(SASA's)#Param.=22M, Input=224^2, MACs (M)=46392021.0780.8
CPVT-S(0-5)#Param.=23M, Input=224^2, MACs (M)=46162021.0780.5
DeiT-S#Param.=22M, Input=224^2, MACs (M)=46132021.0779.9
RegNetY-4.0GF#Param.=21M, Input=224^2, MACs (M)=40122021.0779.4
EfficientNet-B1#Param.=8M, Input=240^2, MACs (M)=7122021.0779.1
ResNet-50#Param.=25M, Input=224^2, MACs (M)=41212021.0779
Learned Dense Weights (SGD)Model=Wide ResNet-50, # of Parameters=69M2019.1178.1
ViT-B/16#Param.=86M, Input=384^2, MACs (M)=556302021.0777.9
ViT-L/16#Param.=307M, Input=384^2, MACs (M)=1914522021.0776.5
Learned Dense Weights (SGD)Model=ResNet-50, # of Parameters=25M2019.1176.1
DeiT-Ti with iRPE-K#Param.=6M, Input=224^2, MACs (M)=12842021.0773.7
CPVT-Ti(0-5)#Param.=6M, Input=224^2, MACs (M)=12622021.0773.4
Learned Dense Weights (SGD)Model=ResNet-34, # of Parameters=21.8M2019.1173.3
edge-popupModel=Wide ResNet-50, Initialization=Signed Kaiming Constant, % of Weights=30%, # of Parameters=20.6M2019.1173.3
edge-popupModel=ResNet-101, Initialization=Signed Kaiming Constant, % of Weights=30%, # of Parameters=13M2019.1172.3
DeiT-Ti#Param.=5M, Input=224^2, MACs (M)=12612021.0772.2
edge-popupModel=ResNet-50, Initialization=Signed Kaiming Constant, % of Weights=30%, # of Parameters=7.6M2019.1168.6
edge-popupModel=Wide ResNet-50, Initialization=Kaiming Normal, % of Weights=30%, # of Parameters=20.6M2019.1167.95
edge-popupModel=ResNet-101, Initialization=Kaiming Normal, % of Weights=30%, # of Parameters=13M2019.1166.15
edge-popupModel=ResNet-50, Initialization=Kaiming Normal, % of Weights=30%, # of Parameters=7.6M2019.1161.71