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ResearchFormerly WizWand

Image Classification on ImageNet-SK (test)

36Top-1 AccuracyRVT-B*
19.56823.83428.132.366May 17, 2021
Updated 8mo ago

Evaluation results

MethodLinks
RVT-B*Group=Transformers, FLOPs (G)=17.7, Params (M)=91.82021.0536
RVT-BGroup=Transformers, FLOPs (G)=17.7, Params (M)=86.22021.0535.8
ConViT-BGroup=Transformers, FLOPs (G)=17.7, Params (M)=86.52021.0535.7
T2T-ViT t-24Group=Transformers, FLOPs (G)=15.0, Params (M)=64.12021.0535.4
RVT-SGroup=Transformers, FLOPs (G)=4.7, Params (M)=22.12021.0535
RVT-S*Group=Transformers, FLOPs (G)=4.7, Params (M)=23.32021.0534.7
EfficientNet-B4Group=CNNs, FLOPs (G)=4.4, Params (M)=19.32021.0534.1
ConViT-SGroup=Transformers, FLOPs (G)=5.4, Params (M)=27.82021.0533.1
DeepAugmentGroup=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.0532.6
T2T-ViT t-14Group=Transformers, FLOPs (G)=6.1, Params (M)=21.52021.0532.5
DeiT-BGroup=Transformers, FLOPs (G)=17.6, Params (M)=86.62021.0532.4
Swin-BGroup=Transformers, FLOPs (G)=15.4, Params (M)=87.82021.0532.4
PiT-BGroup=Transformers, FLOPs (G)=12.5, Params (M)=73.82021.0532.3
TNT-SGroup=Transformers, FLOPs (G)=5.2, Params (M)=23.82021.0531.6
ResNet-50*Group=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.0531.5
PiT-SGroup=Transformers, FLOPs (G)=2.9, Params (M)=23.52021.0530.8
RVT-Ti*Group=Transformers, FLOPs (G)=1.3, Params (M)=10.92021.0530.4
PVT-LargeGroup=Transformers, FLOPs (G)=9.8, Params (M)=61.42021.0530.2
RVT-TiGroup=Transformers, FLOPs (G)=1.3, Params (M)=8.62021.0530
Anti-Aliased CNNGroup=CNNs, FLOPs (G)=4.2, Params (M)=25.62021.0529.6
DeiT-SGroup=Transformers, FLOPs (G)=4.6, Params (M)=22.12021.0529.4
ResNeXt50-32x4dGroup=CNNs, FLOPs (G)=4.3, Params (M)=25.02021.0529.3
Swin-TGroup=Transformers, FLOPs (G)=4.5, Params (M)=28.32021.0529.1
AugMixGroup=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.0528.5
Debiased CNNGroup=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.0528.4
Inception v3Group=CNNs, FLOPs (G)=5.7, Params (M)=27.22021.0527.6
PVT-SmallGroup=Transformers, FLOPs (G)=3.8, Params (M)=24.52021.0527.2
ANTGroup=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.0526.3
RegNetY-4GFGroup=CNNs, FLOPs (G)=4.0, Params (M)=20.62021.0525.9
ResNet-50Group=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.0524.1
ConViT-TiGroup=Transformers, FLOPs (G)=1.4, Params (M)=5.72021.0522.4
PiT-TiGroup=Transformers, FLOPs (G)=0.7, Params (M)=4.92021.0521.6
PVT-TinyGroup=Transformers, FLOPs (G)=1.9, Params (M)=13.22021.0521.5
DeiT-TiGroup=Transformers, FLOPs (G)=1.3, Params (M)=5.72021.0520.2