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MethodEquivarianceAdmissible ScalesApproachInterscale
SiCNNGridFilter Rescaling
SI-ConvNetGridInput Rescaling
SEVFGridInput Rescaling
DSS<x</IntegerFilter Dilationxx<>
SS-CNNXAnySteerable FiltersX
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Method(28×28)(28 × 28) +(56 × 56)(56 × 56) +# Params
CNN2.56 ± 0.041.96 ± 0.072.02 ± 0.071.60 ± 0.09495K
SiCNN2.40 ± 0.031.86 ± 0.102.02 ± 0.141.59 ± 0.03497K
SI-ConvNet2.40± 0.121.94 ± 0.071.82 ± 0.111.59 ± 0.10495K
SEVF Scalar2.30 ± 0.061.96 ± 0.071.87 ± 0.091.62 ± 0.07494 K
SEVF Vector2.63 ± 0.092.23 ± 0.092.12 ± 0.131.81 ± 0.09475 K
DSS Scalar2.53 ± 0.102.04± 0.081.92 ± 0.081.57 ± 0.08494 K
DSS Vector2.58 ± 0.111.95 ± 0.071.97 ± 0.081.57 ± 0.09494 K
SS-CNN2.32 ± 0.152.10 ±0.151.84 ± 0.101.76 ± 0.07494 K
SESN Scalar2.10 ±0.101.79 ± 0.091.74 ± 0.091.50 ± 0.07495K
SESN Vector2.08 ±0.091.76 ± 0.081.68 ± 0.061.42 ± 0.07495 K
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MethodError, %#Params
WRN11.4811.0 M
SiCNN11.6211.0 M
SI-ConvNet12.4811.0 M
DSS11.2811.0 M
SS-CNN25.4710.8 M
SESN-A10.8311.0 M
SESN-B8.5111.0 M
SESN-C14.0811.0 M
Harm WRN9.5511.0 M
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MethodConv 1Conv 2Conv 3FC1# Scales
CNN3263951
SiCNN3263957
SI-ConvNet3263957
SEVF Scalar3263952568
SEVF Vector2345688
DSS3263954
SS-CNN3060906
SESN3263954
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MethodBlock 1Block 2Block 3# Scales
CNN1632641
SiCNN1632643
SI-ConvNet1632643
SEVF1123453
DSS1632644
SS-CNN1122443
SESN1632643
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