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ResearchFormerly WizWand

Image Recognition on ImageNet1K 1.0 (val)

85.5Top-1 AccWave-ViT-L
78.01279.95681.983.844Jul 11, 2022
Updated 8mo ago

Evaluation results

MethodLinks
Wave-ViT-LParams=57.5M, GFLOPs=14.8, Category=Large, Token Labeling & conv-stem=true2022.0785.597.3
VOLO-D3Params=86.3M, GFLOPs=20.6, Category=Large, Token Labeling & conv-stem=true2022.0785.4—
VOLO-D2Params=58.7M, GFLOPs=14.1, Category=Large, Token Labeling & conv-stem=true2022.0785.2—
Wave-ViT-BParams=33.5M, GFLOPs=7.2, Category=Base, Token Labeling & conv-stem=true2022.0784.897.1
VOLO-D1Params=26.6M, GFLOPs=6.8, Category=Base, Token Labeling & conv-stem=true2022.0784.2—
LV-ViT-MParams=55.8M, GFLOPs=16, Category=Large, Token Labeling & conv-stem=true2022.0784.196.7
SE-CoTNetD-152Params=55.8M, GFLOPs=17, Category=Large, Token Labeling & conv-stem=false2022.078497
Wave-ViT-SParams=22.7M, GFLOPs=4.7, Category=Small, Token Labeling & conv-stem=true2022.0783.996.6
RegionViT-B+Params=73.8M, GFLOPs=13.6, Category=Large, Token Labeling & conv-stem=false2022.0783.8—
Focal-BaseParams=89.8M, GFLOPs=16, Category=Large, Token Labeling & conv-stem=false2022.0783.896.5
PVTv2-B5Params=82.0M, GFLOPs=11.8, Category=Large, Token Labeling & conv-stem=false2022.0783.896.6
Twins-SVT-LParams=99.3M, GFLOPs=15.1, Category=Large, Token Labeling & conv-stem=false2022.0783.796.5
PVTv2-B4Params=62.6M, GFLOPs=10.1, Category=Large, Token Labeling & conv-stem=false2022.0783.696.7
CrossViT-15-384Params=28.5M, GFLOPs=21.4, Category=Large, Token Labeling & conv-stem=false2022.0783.5—
BoTNet-S1-128Params=75.1M, GFLOPs=19.3, Category=Large, Token Labeling & conv-stem=false2022.0783.596.5
Swin-BParams=88.0M, GFLOPs=15.4, Category=Large, Token Labeling & conv-stem=false2022.0783.596.5
RegionViT-M+Params=42.0M, GFLOPs=7.9, Category=Base, Token Labeling & conv-stem=false2022.0783.4—
CaiT-S36Params=68.4M, GFLOPs=13.9, Category=Large, Token Labeling & conv-stem=false2022.0783.3—
Swin-SParams=50.0M, GFLOPs=8.7, Category=Base, Token Labeling & conv-stem=false2022.0783.296.2
Twins-SVT-BParams=56.1M, GFLOPs=8.6, Category=Base, Token Labeling & conv-stem=false2022.0783.296.3
SE-CoTNetD-101Params=40.9M, GFLOPs=8.5, Category=Base, Token Labeling & conv-stem=false2022.0783.296.5
PVTv2-B3Params=45.2M, GFLOPs=6.9, Category=Base, Token Labeling & conv-stem=false2022.0783.296.5
RegionViT-BParams=72.7M, GFLOPs=13, Category=Large, Token Labeling & conv-stem=false2022.0783.296.1
DeepViT-LParams=58.9M, GFLOPs=12.8, Category=Large, Token Labeling & conv-stem=false2022.0783.1—
TNT-BParams=65.6M, GFLOPs=14.1, Category=Large, Token Labeling & conv-stem=false2022.0782.996.3
Wave-ViT-SParams=19.8M, GFLOPs=4.3, Category=Small, Token Labeling & conv-stem=false2022.0782.796.2
T2T-ViT-24Params=64.1M, GFLOPs=15, Category=Large, Token Labeling & conv-stem=false2022.0782.695.9
CvT-21Params=32.0M, GFLOPs=7.1, Category=Base, Token Labeling & conv-stem=false2022.0782.5—
ConViT-BParams=86.5M, GFLOPs=16.8, Category=Large, Token Labeling & conv-stem=false2022.0782.495.9
ResNeSt-101Params=48.3M, GFLOPs=10.2, Category=Large, Token Labeling & conv-stem=false2022.0782.3—
SE-ResNet-152Params=66.8M, GFLOPs=11.6, Category=Large, Token Labeling & conv-stem=false2022.0782.295.9
PVTv2-B2Params=25.4M, GFLOPs=4, Category=Small, Token Labeling & conv-stem=false2022.078296
CoaT-Lite SmallParams=20.0M, GFLOPs=4, Category=Small, Token Labeling & conv-stem=false2022.0781.995.5
T2T-ViT-19Params=39.2M, GFLOPs=8.5, Category=Base, Token Labeling & conv-stem=false2022.0781.995.7
DeiT-BParams=86.6M, GFLOPs=17.6, Category=Large, Token Labeling & conv-stem=false2022.0781.895.6
Twins-SVT-SParams=24.1M, GFLOPs=2.9, Category=Small, Token Labeling & conv-stem=false2022.0781.795.6
BoTNet-S1-59Params=33.5M, GFLOPs=7.3, Category=Base, Token Labeling & conv-stem=false2022.0781.795.8
SE-CoTNetD-50Params=23.1M, GFLOPs=4.1, Category=Small, Token Labeling & conv-stem=false2022.0781.695.8
T2T-ViT-14Params=21.5M, GFLOPs=4.8, Category=Small, Token Labeling & conv-stem=false2022.0781.595.7
RegionViT-Ti+Params=14.3M, GFLOPs=2.7, Category=Small, Token Labeling & conv-stem=false2022.0781.5—
ResNeXt101Params=83.5M, GFLOPs=15.6, Category=Large, Token Labeling & conv-stem=false2022.0781.5—
ConViT-SParams=27.8M, GFLOPs=5.4, Category=Small, Token Labeling & conv-stem=false2022.0781.395.7
ResNet-152Params=60.2M, GFLOPs=11.6, Category=Large, Token Labeling & conv-stem=false2022.0781.395.5
Swin-TParams=29.0M, GFLOPs=4.5, Category=Small, Token Labeling & conv-stem=false2022.0781.295.5
BoTNet-S1-50Params=20.8M, GFLOPs=4.3, Category=Small, Token Labeling & conv-stem=false2022.0780.495
ResNet-101Params=44.6M, GFLOPs=7.9, Category=Base, Token Labeling & conv-stem=false2022.078095
ResNet-50Params=25.5M, GFLOPs=4.1, Category=Small, Token Labeling & conv-stem=false2022.0778.394.3