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yechengxi avatar yechengxi commented on June 11, 2024

At this time there can be significant overhead because the layers have not been optimized by the deep learning platforms yet. Simply calling the im2col function without doing anything can take longer than the convolution layer. We have to tolerate it before it is integrated into pytorch.

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PkuRainBow avatar PkuRainBow commented on June 11, 2024

@yechengxi According to your segmentation experiments, we also find that the overall runtime of ResNet-101 FCN w/ Deconvolution is nearly 2x compared with the runtime ResNet-101 FCN w/ SyncBN.

Hoping to see the optimized version soon.

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