Jul 18, 2023 · The main reason is that the deformable convolution is rather challenging for the ARM processor due to the irregular memory accesses. The ...
Jul 18, 2023 · The locations change with different inputs and induce considerable dynamic and irregular memory accesses that cannot be handled by classic ...
The locations change with different inputs and induce considerable dynamic and irregular memory accesses which cannot be handled by classic neural network ...
Jul 6, 2021 · The main reason is that VGG19/SegNet-F with more deformable convolution involves many irregular memory accesses and lowers the memory access ...
We built CcT to examine the performance characteristics of training and deploying general-purpose convolutional neural networks across different hardware ...
Mar 23, 2023 · Deformable convolutional networks (DCNs) have shown ... dynamic and irregular memory accesses caused by the deformable convolutions.
Unlike standard convolution, the deformable convolution decides the receptive field size using dynamically generated offsets, which leads to an irregular memory ...
This paper proposes a novel training method to reduce the size of the receptive field in the deformable convolutional layer without compromising accuracy ...
Accelerating Deformable Convolution Networks with Dynamic and Irregular Memory Accesses. ACM Transactions on Design Automation of Electronic Systems. 2023-07 ...
People also ask
What is a deformable convolutional network?
dynamic deformable convolutions may access arbitrary pixels in the image and the access pattern is input-dependent and varies per spatial location. These ...