Object Detection Difficulty: Suppressing Over-aggregation for Faster and Better Video Object Detection

Author:

Zhang Bingqing1ORCID,Wang Sen2ORCID,Liu Yifan3ORCID,Kusy Brano4ORCID,Li Xue2ORCID,Liu Jiajun4ORCID

Affiliation:

1. Renmin University of China, Beijing, China

2. The University of Queensland, Brisbane, QLD, Australia

3. The University of Adelaide, Adelaide, Australia

4. Data61, CSIRO, Brisbane, QLD, Australia

Funder

Commonwealth Scientific and Industrial Research Organisation

Publisher

ACM

Reference53 articles.

1. Gedas Bertasius , Lorenzo Torresani , and Jianbo Shi . 2018. Object Detection in Video with Spatiotemporal Sampling Networks. ArXiv , Vol. abs/ 1803 .05549 ( 2018 ). Gedas Bertasius, Lorenzo Torresani, and Jianbo Shi. 2018. Object Detection in Video with Spatiotemporal Sampling Networks. ArXiv, Vol. abs/1803.05549 (2018).

2. Zhaowei Cai and Nuno Vasconcelos . 2017 . Cascade R-CNN: Delving Into High Quality Object Detection. 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition (2017), 6154--6162. Zhaowei Cai and Nuno Vasconcelos. 2017. Cascade R-CNN: Delving Into High Quality Object Detection. 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition (2017), 6154--6162.

3. Nicolas Carion , Francisco Massa , Gabriel Synnaeve , Nicolas Usunier , Alexander Kirillov , and Sergey Zagoruyko . 2020. End-to-End Object Detection with Transformers. ArXiv , Vol. abs/ 2005 .12872 ( 2020 ). Nicolas Carion, Francisco Massa, Gabriel Synnaeve, Nicolas Usunier, Alexander Kirillov, and Sergey Zagoruyko. 2020. End-to-End Object Detection with Transformers. ArXiv, Vol. abs/2005.12872 (2020).

4. Yihong Chen , Yue Cao , Han Hu , and Liwei Wang . 2020 . Memory Enhanced Global-Local Aggregation for Video Object Detection. 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (2020), 10334--10343. Yihong Chen, Yue Cao, Han Hu, and Liwei Wang. 2020. Memory Enhanced Global-Local Aggregation for Video Object Detection. 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (2020), 10334--10343.

5. Manri Cheon , Sung-Jun Yoon , Byungyeon Kang , and Junwoo Lee . 2021 . Perceptual Image Quality Assessment with Transformers. 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (2021), 433--442. Manri Cheon, Sung-Jun Yoon, Byungyeon Kang, and Junwoo Lee. 2021. Perceptual Image Quality Assessment with Transformers. 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (2021), 433--442.

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