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tmp-iclr avatar tmp-iclr commented on June 28, 2024

We haven't tried it on any tasks other than what was mentioned in the paper (i.e., image classification on CIFAR-10 and ImageNet-1k).

Feel free to reopen this issue or open another if you have more questions.

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BboyHanat avatar BboyHanat commented on June 28, 2024

We haven't tried it on any tasks other than what was mentioned in the paper (i.e., image classification on CIFAR-10 and ImageNet-1k).

Feel free to reopen this issue or open another if you have more questions.

I try it on semantic segmentation yesterday, but it's cost to much gpu memory(because i change the patch size, patch_size=4, I also change the image resolution, network depth, but it's not decrease too much memory when trining ). so limit of the gpu memory, I have to stop the experiment .

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tmp-iclr avatar tmp-iclr commented on June 28, 2024

ConvMixers are relatively compute- and memory-hungry due to the large-kernel depthwise convolutions. We believe these are poorly-optimized by deep learning frameworks, and we are currently investigating low-level optimizations to improve this.

That said, if you want to make ConvMixer less expensive, you should increase the patch size (e.g., try patch_size=14). (I'm assuming that your inputs are quite large for semantic segmentation.)

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