Institutional Repository of Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
ATTENTION-GUIDED KNOWLEDGE DISTILLATION FOR EFFICIENT SINGLE-STAGE DETECTOR | |
Wang, Tong1,2; Zhu, Yousong1,3; Zhao, Chaoyang1; Zhao, Xu1; Wang, Jinqiao1,2,4; Tang, Ming1 | |
2021-07 | |
会议名称 | IEEE International Conference on Multimedia & Expo(ICME) |
页码 | 1-6 |
会议日期 | 2021-7-5 |
会议地点 | Online |
摘要 | Knowledge distillation has been successfully applied in image classification for model acceleration. There are also some works employing this technique to object detection, but they all treat different feature regions equally when performing feature mimic. In this paper, we propose an end-to-end attention-guided knowledge distillation method to train efficient single-stage detectors with much smaller backbones. |
学科领域 | 模式识别 |
学科门类 | 工学::计算机科学与技术(可授工学、理学学位) |
收录类别 | EI |
资助项目 | National Natural Science Foundation of China[61806200] ; National Nature Science Foundation of China[61876086] ; National Natural Science Foundation of China[61772527] ; National Natural Science Foundation of China[61772527] ; National Nature Science Foundation of China[61876086] ; National Natural Science Foundation of China[61806200] |
语种 | 英语 |
七大方向——子方向分类 | 目标检测、跟踪与识别 |
文献类型 | 会议论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/47417 |
专题 | 模式识别国家重点实验室_图像与视频分析 |
作者单位 | 1.National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China 2.School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China 3.ObjectEye Inc., Beijing, China 4.NEXWISE Co., Ltd, Guangzhou, China |
第一作者单位 | 模式识别国家重点实验室 |
推荐引用方式 GB/T 7714 | Wang, Tong,Zhu, Yousong,Zhao, Chaoyang,et al. ATTENTION-GUIDED KNOWLEDGE DISTILLATION FOR EFFICIENT SINGLE-STAGE DETECTOR[C],2021:1-6. |
条目包含的文件 | 下载所有文件 | |||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
ATTENTION-GUIDED KNO(574KB) | 会议论文 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论