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The memory consumption depends on various factors. Likely your input image is too high resolution. I assume you are not using the KITTI images by default.
To run on high res images, you can
Increase the attention stride as you did. Higher strides may help.
Use the lightweight implementation in the branch here
While running the pre trained model code in Colab/local device getting the error of ' CUDA out of memory '
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