@article{fpgabasedaccelerationforconvolutional, title = {FPGA-based Acceleration for Convolutional Neural Networks: A Comprehensive Review}, author = {Junye Jiang and Yaan Zhou and Yuanhao Gong and Haoxuan Yuan and Shuanglong Liu}, year = {2025}, eprint = {2505.13461}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.13461v1}, }