2nd Place Solution for Waymo Open Dataset Challenge -- 2D Object Detection

Faster r-cnn: towards real-time object detection with region proposal networks

Shaoqing Ren, Kaiming He, Ross Girshick, and Jian Sun · 2015

Earlier work this paper cites.

Aggregated Residual Transformations for Deep Neural Networks

Original

Saining Xie, Ross Girshick, Piotr Dollár, Zhuowen Tu, and Kaiming He · 2016

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CAD: scale invariant framework for real-time object detection

Huajun Zhou, Zechao Li, Chengcheng Ning, and Jinhui Tang · 2017

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Deformable Convolutional Networks

Original

Jifeng Dai, Haozhi Qi, Yuwen Xiong, Yi Li, Guodong Zhang, Han Hu, and Yichen Wei · 2017

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Cascade r-cnn: delving into high quality object detection

Zhaowei Cai, and Nuno Vasconcelos · 2018

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Hybrid task cascade for instance segmentation

Kai Chen, Jiangmiao Pang, Jiaqi Wang, Yu Xiong, Xiaoxiao Li, Shuyang Sun, Wansen Feng, Ziwei Liu, Jianping Shi, Wanli Ouyang, Chen Change Loy, and Dahua Lin · 2019

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Objects as points

Original

Xingyi Zhou, Dequan Wang, and Philipp Krähenbühl · 2019

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MMDetection: Open MMLab Detection Toolbox and Benchmark

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Kai Chen, Jiaqi Wang, Jiangmiao Pang, Yuhang Cao, Yu Xiong, Xiaoxiao Li, Shuyang Sun, Wansen Feng, Ziwei Liu, Jiarui Xu, et al · 2019

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Waymo Open Dataset Challenge 2D Detection Leaderboard

Cited in the paper.

1st place solutions for openimage2019 – object detection and instance segmentation

Original

Yu Liu, Guanglu Song, Yuhang Zang, Yan Gao, Enze Xie, Junjie Yan, Chen Change Loy, and Xiaogang Wang · 2019

Later among the works it cites.

Scalability in Perception for Autonomous Driving: Waymo Open Dataset

Original

Pei Sun, Henrik Kretzschmar, Xerxes Dotiwalla, Aurelien Chouard, Vijaysai Patnaik, Paul Tsui, James Guo, Yin Zhou, Yuning Chai, Benjamin Caine, et al · 2019

Later among the works it cites.

Roman Solovyev, and Weimin Wang. Weighted Boxes Fusion: ensembling boxes for object detection models

Original

2019

Later among the works it cites.

Training-time-friendly network for real-time object detection

Zili Liu, Tu Zheng, Guodong Xu, Zheng Yang, Haifeng Liu, and Deng Cai · 2020

Closest in time.