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Based on the same training strategy with ResNet50(Top1 Acc 76.5%, models size 99M), CSPResNet50 Top1 Acc is 77.17% on ImageNet 1k val(while the model size is just 86M).
Inference benchmark on T4 GPU
Batch Size=1
(ms)
Batch Size=4
(ms)
Batch Size=8
(ms)
Batch Size=1
(ms)
Batch Size=4
(ms)
Batch Size=8
(ms)