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ResearchFormerly WizWand

Image Classification on CIFAR-100 (Clean Accuracy)

85.68Accuracy (Clean)DHVT-S
62.893668.809374.72580.6407Oct 12, 2022
Updated 8mo ago

Evaluation results

MethodLinks
DHVT-SType=Hybrid, Patch Size=2, #Params=22.8M, GFLOPs=5.62022.1085.68
DHVT-TType=Hybrid, Patch Size=2, #Params=5.8M, GFLOPs=1.42022.1083.54
Res2NeXt-29, 6cx24wx6s-SEType=CNN, Patch Size=1, #Params=36.9M, GFLOPs=5.92022.1083.44
DHVT-SType=Hybrid, Patch Size=4, #Params=23.4M, GFLOPs=1.52022.1082.91
DenseNet-BC (k=40)Type=CNN, Patch Size=1, #Params=25.6M, GFLOPs=9.32022.1082.82
SKNet-29Type=CNN, Patch Size=1, #Params=27.7M, GFLOPs=4.22022.1082.67
NesT-BType=ViT, Patch Size=1, #Params=90.1M, GFLOPs=26.52022.1082.56
ResNeXt-29, 8x64dType=CNN, Patch Size=1, #Params=34.4M, GFLOPs=5.42022.1082.23
SENet-29Type=CNN, Patch Size=1, #Params=35.0M, GFLOPs=5.42022.1082.22
CvT-13Type=Hybrid, Patch Size=2, #Params=19.6M, GFLOPs=4.5, re-implemented=true2022.1081.81
NesT-SType=ViT, Patch Size=1, #Params=23.4M, GFLOPs=6.62022.1081.7
DHVT-TType=Hybrid, Patch Size=4, #Params=6.0M, GFLOPs=0.42022.1080.93
CCT-7/3x1Type=Hybrid, Patch Size=4, #Params=3.7M, GFLOPs=12022.1080.92
WRN28-10Type=CNN, Patch Size=1, #Params=36.5M, GFLOPs=5.22022.1080.75
CvT-13Type=Hybrid, Patch Size=4, #Params=19.6M, GFLOPs=1.1, re-implemented=true2022.1079.24
NesT-TType=ViT, Patch Size=1, #Params=6.2M, GFLOPs=1.72022.1078.69
Swin-TType=ViT, Patch Size=1, #Params=27.5M, GFLOPs=1.42022.1078.07
PVT-SType=ViT, Patch Size=1, #Params=27.0M, GFLOPs=1.22022.1069.79
PVT-TType=ViT, Patch Size=1, #Params=15.8M, GFLOPs=0.62022.1069.62
DeiT-TType=ViT, Patch Size=4, #Params=5.4M, GFLOPs=0.4, re-implemented=true2022.1067.59
DeiT-SType=ViT, Patch Size=4, #Params=21.4M, GFLOPs=1.4, re-implemented=true2022.1066.55
DeiT-TType=ViT, Patch Size=2, #Params=5.4M, GFLOPs=1.4, re-implemented=true2022.1065.86
DeiT-SType=ViT, Patch Size=2, #Params=21.4M, GFLOPs=5.5, re-implemented=true2022.1063.77