Exploring Inconsistent Knowledge Distillation for Object Detection with Data Augmentation

Author:

Liang Jiawei1ORCID,Liang Siyuan2ORCID,Liu Aishan3ORCID,Ma Ke4ORCID,Li Jingzhi2ORCID,Cao Xiaochun5ORCID

Affiliation:

1. Sun Yat-Sen University, Guangzhou, China

2. Chinese Academy of Sciences, Beijing, China

3. Beihang University & Institute of Dataspace, Beijing, China

4. University of Chinese Academy of Sciences, Beijing, China

5. Sun Yat-Sen University, Shenzhen, China

Publisher

ACM

Reference61 articles.

1. Adversarial Training for Probabilistic Spiking Neural Networks

2. Jiawang Bai , Li Yuan , Shu-Tao Xia , Shuicheng Yan , Zhifeng Li , and Wei Liu . 2022 . Improving vision transformers by revisiting high-frequency components. In Computer Vision-ECCV 2022: 17th European Conference , Tel Aviv , Israel, October 23-27, 2022, Proceedings, Part XXIV. Springer, 1--18. Jiawang Bai, Li Yuan, Shu-Tao Xia, Shuicheng Yan, Zhifeng Li, and Wei Liu. 2022. Improving vision transformers by revisiting high-frequency components. In Computer Vision-ECCV 2022: 17th European Conference, Tel Aviv, Israel, October 23-27, 2022, Proceedings, Part XXIV. Springer, 1--18.

3. Guobin Chen , Wongun Choi , Xiang Yu , Tony Han , and Manmohan Chandraker . 2017. Learning efficient object detection models with knowledge distillation. Advances in neural information processing systems , Vol. 30 ( 2017 ). Guobin Chen, Wongun Choi, Xiang Yu, Tony Han, and Manmohan Chandraker. 2017. Learning efficient object detection models with knowledge distillation. Advances in neural information processing systems, Vol. 30 (2017).

4. Kai Chen Jiaqi Wang Jiangmiao Pang Yuhang Cao Yu Xiong Xiaoxiao Li Shuyang Sun Wansen Feng Ziwei Liu Jiarui Xu etal 2019. MMDetection: Open mmlab detection toolbox and benchmark. arXiv preprint arXiv:1906.07155 (2019). Kai Chen Jiaqi Wang Jiangmiao Pang Yuhang Cao Yu Xiong Xiaoxiao Li Shuyang Sun Wansen Feng Ziwei Liu Jiarui Xu et al. 2019. MMDetection: Open mmlab detection toolbox and benchmark. arXiv preprint arXiv:1906.07155 (2019).

5. Pengguang Chen , Shu Liu , Hengshuang Zhao , and Jiaya Jia . 2020. Gridmask data augmentation. arXiv preprint arXiv:2001.04086 ( 2020 ). Pengguang Chen, Shu Liu, Hengshuang Zhao, and Jiaya Jia. 2020. Gridmask data augmentation. arXiv preprint arXiv:2001.04086 (2020).

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