深度学习模型复用：软件工程中的挑战与方向
计算机视觉与模式识别
2024-05-08 v2
摘要
深度神经网络（DNN）在计算机视觉、系统配置和问答等多个领域实现了最先进的性能，但开发 DNN 昂贵，既需要智力劳动（如构思新架构），也需要计算资源（如训练）。复用 DNN 是在公司内部和跨计算行业摊薄成本的有前景的方向。然而，鉴于这是一项新技术，DNN 复用面临诸多挑战。这些挑战包括技术能力缺失和工程实践缺失。本愿景论文描述了当前 DNN 复用方法中的挑战。我们概述了在复用技术谱系中发生的复用失败案例，包括概念层面（如基于研究论文进行复用）、适应层面（如通过构建现有实现进行复用）以及部署层面（如在新设备上直接复用）。我们勾勒了将改进每种复用方式的可能性。
引用
@article{arxiv.2404.16687,
title = {NTIRE 2024 Quality Assessment of AI-Generated Content Challenge},
author = {Xiaohong Liu and Xiongkuo Min and Guangtao Zhai and Chunyi Li and Tengchuan Kou and Wei Sun and Haoning Wu and Yixuan Gao and Yuqin Cao and Zicheng Zhang and Xiele Wu and Radu Timofte and Fei Peng and Huiyuan Fu and Anlong Ming and Chuanming Wang and Huadong Ma and Shuai He and Zifei Dou and Shu Chen and Huacong Zhang and Haiyi Xie and Chengwei Wang and Baoying Chen and Jishen Zeng and Jianquan Yang and Weigang Wang and Xi Fang and Xiaoxin Lv and Jun Yan and Tianwu Zhi and Yabin Zhang and Yaohui Li and Yang Li and Jingwen Xu and Jianzhao Liu and Yiting Liao and Junlin Li and Zihao Yu and Yiting Lu and Xin Li and Hossein Motamednia and S. Farhad Hosseini-Benvidi and Fengbin Guan and Ahmad Mahmoudi-Aznaveh and Azadeh Mansouri and Ganzorig Gankhuyag and Kihwan Yoon and Yifang Xu and Haotian Fan and Fangyuan Kong and Shiling Zhao and Weifeng Dong and Haibing Yin and Li Zhu and Zhiling Wang and Bingchen Huang and Avinab Saha and Sandeep Mishra and Shashank Gupta and Rajesh Sureddi and Oindrila Saha and Luigi Celona and Simone Bianco and Paolo Napoletano and Raimondo Schettini and Junfeng Yang and Jing Fu and Wei Zhang and Wenzhi Cao and Limei Liu and Han Peng and Weijun Yuan and Zhan Li and Yihang Cheng and Yifan Deng and Haohui Li and Bowen Qu and Yao Li and Shuqing Luo and Shunzhou Wang and Wei Gao and Zihao Lu and Marcos V. Conde and Xinrui Wang and Zhibo Chen and Ruling Liao and Yan Ye and Qiulin Wang and Bing Li and Zhaokun Zhou and Miao Geng and Rui Chen and Xin Tao and Xiaoyu Liang and Shangkun Sun and Xingyuan Ma and Jiaze Li and Mengduo Yang and Haoran Xu and Jie Zhou and Shiding Zhu and Bohan Yu and Pengfei Chen and Xinrui Xu and Jiabin Shen and Zhichao Duan and Erfan Asadi and Jiahe Liu and Qi Yan and Youran Qu and Xiaohui Zeng and Lele Wang and Renjie Liao},
journal= {arXiv preprint arXiv:2404.16687},
year = {2024}
}