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ResearchFormerly WizWand

Image Classification on ImageNet (val) (Top-1)

83.3Top-1 AccSwin-B
77.68479.14280.682.058Nov 30, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Swin-BParams (M)=88, GFLOPs=15.4, Resolution=2242021.1183.3
LV-VIT-SParams (M)=26.2, GFLOPs=6.6, Resolution=2242021.1183.3
CvT-21Params (M)=32, GFLOPs=24.9, Resolution=3842021.1183.3
CvT-21+ATSParams (M)=32, GFLOPs=17.4, Resolution=3842021.1183.1
Swin-SParams (M)=50, GFLOPs=8.7, Resolution=2242021.1183
CvT-13Params (M)=20, GFLOPs=16.3, Resolution=3842021.1183
RegNetY-16GParams (M)=84, GFLOPs=16, Resolution=2242021.1182.9
CvT-13+ATSParams (M)=20, GFLOPs=11.7, Resolution=3842021.1182.9
TNT-BParams (M)=66, GFLOPs=14.1, Resolution=2242021.1182.8
CvT-21Params (M)=32, GFLOPs=7.1, Resolution=2242021.1182.5
T2T-ViT-24Params (M)=64.1, GFLOPs=14.1, Resolution=2242021.1182.3
PS-VIT-B/18Params (M)=21.3, GFLOPs=8.8, Resolution=2242021.1182.3
CvT-21+ATSParams (M)=32, GFLOPs=5.1, Resolution=2242021.1182.3
CrossViT-BParams (M)=104.7, GFLOPs=21.2, Resolution=2242021.1182.2
PS-VIT-B/18+ATSParams (M)=21.3, GFLOPs=5.6, Resolution=2242021.1182.2
CoaT-Lite SmallParams (M)=20, GFLOPs=4, Resolution=2242021.1181.9
T2T-ViT-19Params (M)=39.2, GFLOPs=8.9, Resolution=2242021.1181.9
DeiT-Base/16Params (M)=86.6, GFLOPs=17.6, Resolution=2242021.1181.8
PS-VIT-B/14Params (M)=21.3, GFLOPs=5.4, Resolution=2242021.1181.7
RegNet Y-8GParams (M)=39, GFLOPs=8, Resolution=2242021.1181.7
CvT-13Params (M)=20, GFLOPs=4.5, Resolution=2242021.1181.6
T2T-ViT-14Params (M)=22, GFLOPs=5.2, Resolution=2242021.1181.5
CPVT-Small-GAPParams (M)=23, GFLOPs=4.6, Resolution=2242021.1181.5
PS-ViT-B/14+ATSParams (M)=21.3, GFLOPs=3.7, Resolution=2242021.1181.5
CvT-13+ATSParams (M)=20, GFLOPs=3.2, Resolution=2242021.1181.4
Swin-TParams (M)=29, GFLOPs=4.5, Resolution=2242021.1181.3
PVT-MediumParams (M)=44.2, GFLOPs=6.7, Resolution=2242021.1181.2
CrossViT-SParams (M)=26.7, GFLOPs=5.6, Resolution=2242021.1181
CoaT MiniParams (M)=10, GFLOPs=6.8, Resolution=2242021.1180.8
DeiT-SParams (M)=22.05, GFLOPs=4.6, Resolution=2242021.1179.8
PVT-SmallParams (M)=24.5, GFLOPs=3.8, Resolution=2242021.1179.8
DeiT-S+ATSParams (M)=22.05, GFLOPs=2.9, Resolution=2242021.1179.7
EVIT-DeiT-S (30 epochs)Params (M)=22.1, GFLOPs=3, Resolution=2242021.1179.5
DynamicViT-DeiT-S (30 Epochs)Params (M)=22.77, GFLOPs=2.9, Resolution=2242021.1179.3
IA-RED²GFLOPs=2.9, Resolution=2242021.1178.6
HVT-S-1Params (M)=22.09, GFLOPs=2.4, Resolution=2242021.1178
ViT-Base/16Params (M)=86.6, GFLOPs=17.6, Resolution=2242021.1177.9