Comments (3)
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.
from convmixer.
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 .
from convmixer.
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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Related Issues (16)
- is single gpu training possible? HOT 2
- License HOT 2
- Cifar10 baseline doesn't reach 95% HOT 13
- Training time HOT 1
- Training scheme modifications for small GPUs HOT 4
- Could you please release the training logs of convmixer on imagenet and cifar?
- CIFAR-10 training settings
- something about loss
- weight location HOT 1
- What's new about this model? HOT 5
- Experiments with full convolutional layers instead of patch embedding? HOT 2
- 你好,convmixer能否直接提取图片的2D特征?
- padding=same? HOT 1
- Request more experiment results to compare to other architecture. HOT 1
- Segmentation ConvMixer architecture ?
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