WebOct 7, 2024 · A joint sample algorithm is proposed to simultaneously generate the pruning choice of each residual block and the channel pruning ratio of each convolutional layer … WebNowadays, in the area of autonomous driving, the computational power of the object detectors is limited by the embedded devices and the public datasets for autonomous driving are over-idealistic. In this paper, we propose a pipeline combining both block-wise pruning and channel-wise pruning to compress the object detection model iteratively. We …
ABCP: Automatic Block-wise and Channel-wise Network Pruning
WebDec 15, 2024 · Therefore, we propose a blockwise filter pruning strategy to better utilize the block relations in the pretrained model. Third, we propose a novel filter decaying policy to progressively reduce the scale of redundant filters. Different from conventional soft filter pruning that directly sets the filter values as zeros, the proposed filter ... Webblock-wise pruning: entire blocks of model parameters are jointly pruned, thus facilitating an e cient implementation with a limited number of additional parameters to compute the dy-namic pruning mask. We argue that our proposal of dynamic block-wise pruning can achieve a (reduced) computational cost similar to static take the stand 1934
[2109.04838] Block Pruning For Faster Transformers
WebThis paper investigates the column balanced block-wise pruning on Transformer and designs an FPGA acceleration engine to customize the balanced blockwise matrix multiplication. We implement the Transformer model with proper hardware scheduling, and the experiments show that the Transformer inference on FPGA achieves 10.35 ms … WebFeb 1, 2024 · For Convolutional Neural networks (CNN), however, the extracted dense blocks will be broken in backpropagation due to the shape transformation of convolution … WebMay 7, 2024 · Network pruning is an effective method of model compression to handle such problems. This paper presents a novel structured network pruning method with auxiliary … take the stand show