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ModelHeadParamsTop-1 Acc(%)Top-5 Acc(%）
DeiT-tiny (Touvron et al., 2020)DeiT-tinyCPVT-Ti tCPVT-Ti tCLTGAPCLTGAP6M6M6M6M72.272.673.474.991.091.291.892.6
DeiT-small (Touvron et al.,2020)DeiT-smallCPVT-S ‡CPVT-S tCLTGAP22M22M23M79.980.280.595.095.295.295.7
CLT
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MethodsViTDeiTCPVT
Epochs Batch size300 4096300 1024300 1024
OptimizerAdamWAdamWLAMB
Learning rate decaycosinecosinecosine
Weight decay0.30.050.05
Warmup epochs3.455
Label smoothing ε (Szegedy et al., 2016)X0.1 X0.1
Dropout (Srivastava et al.,2014)0.1X
Stoch.Depth (Huang et al., 2016)X0.1 √0.1
Repeated Aug (Hoffer et al., 2020)XX√
Gradient Clip.√9/0.5X
Rand Augment (Cubuk et al., 2020)X9/0.5
Mixup prob. (Zhang et al.,2018)X0.80.8
Cutmix prob. (Yun et al., 2019)X1.01.0
Erasing prob. (Zhong et al.,2020)X0.250.25
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Model#channels#heads#layers#params
CPVT-Ti1923126M
CPVT-S38461222M
CPVT-B768121286M
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0-5tiny5.973.491.8
0-11tiny6.173.491.8
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ModelPaddingTop-1 Acc(%)Top-5 Acc(%)
CPVT-Ti√72.491.2
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BackboneImageNetSemantic FPN on ADE20KRetinaNet on COCO
Params (M)Top-1 (%)Params (M)mIoU (%）Params (M)mAP (%,1x)mAP (%,3×,+MS)
ResNet-18 (He et al.,2016)1269.81632.92131.835.4
PVT-tiny (Wang et al., 2021)1375.01735.72336.739.4
PVT-tiny+PEG1377.31738.02338.041.8
PVT-tiny+GAP1375.91736.02336.939.7
PVT-tiny+PEG+GAP1378.11738.82338.741.8
PVT-small (Wang et al., 2021)2579.82839.83440.442.2
PVT-small+PEG+GAP2581.22844.33443.045.2
PVT-Medium (Wang et al.,2021)4481.24841.65441.943.2
PVT-Medium+PEG+GAP4482.74844.95444.346.4
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VariantsModelTop-1 Acc (%)
1 Depthwise Conv 3×3tiny72.4
1 Depthwise Conv 7×7tiny72.5
4 *(Depthwise Conv 3×3+BN+ReLU)tiny72.4
1 Dense Conv 3×3tiny72.3
4 * (Dense Conv 3×3+BN+ReLU)tiny72.5
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ModelTypeParamsFLOPsTop-1 Acc(%)
DeiT-small (Touvron et al., 2020)ConViT-S (d'Ascoli et al.,2021)CPVT-S-GAP (ours)PlainPlainPlain22M27M23M4.6G5.4G4.6G79.981.381.5
CoAtNet-0 (Dai et al., 2021)CvT-13 (Wu et al., 2021)PVT-small (Wang et al., 2021)PVT-small+PEG+GAPSwin-tiny (Liu et al.,2021)Swin-tiny+PEG+GAPPyramidPyramidPyramidPyramidPyramidPyramid25M20M25M25M29M4.2G4.5G3.8G3.8G4.5G81.681.679.881.281.382.3
29M4.5G
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ModelParamsInsert PositionTop-1 Acc (%)
CPVT-Ti DeiT+ Convolutional Projection5681320 56853520 072.4 70.6
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