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In this paper, we present a real-time 3D detection approach considering time-spatial feature map aggregation from different time steps of deep neural model inference (named feature map flow, FMF).
Faster r-cnn: Towards real-time object detection with region proposal networks, 2016
Shaoqing Ren, Kaiming He, Ross Girshick, and Jian Sun · 2016
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3d fully convolutional network for vehicle detection in point cloud
B. Li · 2017
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Pointnet: Deep learning on point sets for 3d classification and segmentation
C. R. Qi, H. Su, Kaichun Mo, and L. Guibas · 2017
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Voxelnet: End-to-end learning for point cloud based 3d object detection, 2017
Yin Zhou and Oncel Tuzel · 2017
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Multi-task learning as multi-objective optimization
Ozan Sener and Vladlen Koltun · 2018
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Centernet: Keypoint triplets for object detection, 2019
Kaiwen Duan, Song Bai, Lingxi Xie, Honggang Qi, Qingming Huang, and Qi Tian · 2019
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Pointpillars: Fast encoders for object detection from point clouds
A. H. Lang, S. Vora, H. Caesar, L. Zhou, J. Yang, and O. Beijbom · 2019
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Decoupled weight decay regularization, 2019
Ilya Loshchilov and Frank Hutter · 2019
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Std: Sparse-to-dense 3d object detector for point cloud
Zetong Yang, Yanan Sun, Shu Liu, Xiaoyong Shen, and Jiaya Jia · 2019
Cited alongside, same era.
Class-balanced grouping and sampling for point cloud 3d object detection, 2019
Benjin Zhu, Zhengkai Jiang, Xiangxin Zhou, Zeming Li, and Gang Yu · 2019
Cited alongside, same era.
nuscenes: A multimodal dataset for autonomous driving
Holger Caesar, Varun Bankiti, Alex H Lang, Sourabh Vora, Venice Erin Liong, Qiang Xu, Anush Krishnan, Yu Pan, Giancarlo Baldan, and Oscar Beijbom · 2020
Later among the works it cites.
Object as hotspots: An anchor-free 3d object detection approach via firing of hotspots
Qi Chen, Lin Sun, Zhixin Wang, Kui Jia, and Alan Yuille · 2020
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Structure aware single-stage 3d object detection from point cloud
C. He, H. Zeng, J. Huang, X. S. Hua, and L. Zhang · 2020
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Real-time deep neural networks for multiple object tracking and segmentation on monocular video
I. Basharov and D. Yudin · 2021
Closest in time.
Center-based 3d object detection and tracking
Tianwei Yin, Xingyi Zhou, and Philipp Krähenbühl · 2021
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