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Image Classification on ImageNet 1K (test val) (Error Rate)

15.5Top-1 ErrorSwin-B*
15.30416.62717.9519.273Jan 18, 2020

Evaluation results

MethodLinks
Swin-B*Param=88M, FLOPS=47.0B, Resolution=384x384 crop2020.0115.53
EfficientNet-B7*Param=66M, FLOPS=37B, Resolution=600x600 crop2020.0115.62.9
Swin-B*Param=88M, FLOPS=15.4B, Resolution=224x2242020.0116.53.5
PNASNet-5Param=86.1M, FLOPS=25.0B, Resolution=331x3312020.0117.13.8
Harm-SE-RNX(64x4d)Param=88.2M, FLOPS=31.4B, Resolution=320x3202020.0117.153.56
AmoebaNet-AParam=86.7M, FLOPS=23.1B, Resolution=331x3312020.0117.23.9
SENet-154Param=145.8M, FLOPS=42.3B, Resolution=320x3202020.0117.283.79
NASNet-AParam=88.9M, FLOPS=23.8B, Resolution=331x3312020.0117.33.8
Harm-SE-RNX(64x4d)Param=88.2M, FLOPS=15.4B, Resolution=224x2242020.0118.374.34
Harm-SE-RNX(32x4d)Param=49.0M, FLOPS=16.5B, Resolution=320x3202020.0118.484.06
SE-RNX(32x4d)Param=49.0M, FLOPS=16.3B, Resolution=320x3202020.0118.494.05
DualPathNet-131Param=79.5M, FLOPS=32.0B, Resolution=320x3202020.0118.554.16
SENet-154Param=145.8M, FLOPS=20.7B, Resolution=224x2242020.0118.684.47
PolyNetParam=92M, FLOPS=34.7B, Resolution=331x3312020.0118.714.25
RNX (64x4d)Param=83.6M, FLOPS=31.5B, Resolution=320x3202020.0119.14.4
Harm-SE-RNX(32x4d)Param=49.0M, FLOPS=8.1B, Resolution=224x2242020.0119.394.73
SE-RNX(32x4d)Param=49.0M, FLOPS=8.0B, Resolution=224x2242020.0119.734.9
DualPathNet-131Param=79.5M, FLOPS=16.0B, Resolution=224x2242020.0119.935.12
RNX (64x4d)Param=83.6M, FLOPS=15.5B, Resolution=224x2242020.0120.45.3