no code implementations • 9 Apr 2023 • Delong Liu, Shichao Li
Therefore, in this paper, a large-scale multimodal driving dataset for driver impairment detection and biometric data recognition is designed and described.
no code implementations • 4 Nov 2022 • Jingchang Zhuge, Huiyuan Liang, Yiming Zhang, Shichao Li, Xinyu Yang, Jun Wu
Aircraft taxiing conflict is a threat to the safety of airport operations, mainly due to the human error in control command infor-mation.
no code implementations • 9 Jun 2022 • Xijie Huang, Zhiqiang Shen, Shichao Li, Zechun Liu, Xianghong Hu, Jeffry Wicaksana, Eric Xing, Kwang-Ting Cheng
In order to deploy deep models in a computationally efficient manner, model quantization approaches have been frequently used.
1 code implementation • 21 Mar 2022 • Shichao Li, Zechun Liu, Zhiqiang Shen, Kwang-Ting Cheng
We propose a new object-centric framework for learning-based stereo 3D object detection.
1 code implementation • 25 Nov 2021 • Shichao Li, Kwang-Ting Cheng
We present a new learning-based framework S-3D-RCNN that can recover accurate object orientation in SO(3) and simultaneously predict implicit shapes for outdoor rigid objects from stereo RGB images.
no code implementations • 21 Jun 2021 • Zechun Liu, Zhiqiang Shen, Shichao Li, Koen Helwegen, Dong Huang, Kwang-Ting Cheng
We show the regularization effect of second-order momentum in Adam is crucial to revitalize the weights that are dead due to the activation saturation in BNNs.
1 code implementation • CVPR 2021 • Shichao Li, Zengqiang Yan, Hongyang Li, Kwang-Ting Cheng
The latter question motivates us to incorporate geometry knowledge with a new loss function based on a projective invariant.
Ranked #1 on Vehicle Pose Estimation on KITTI Cars Hard
1 code implementation • ECCV 2020 • Lei Ke, Shichao Li, Yanan sun, Yu-Wing Tai, Chi-Keung Tang
GSNet utilizes a unique four-way feature extraction and fusion scheme and directly regresses 6DoF poses and shapes in a single forward pass.
Ranked #1 on Autonomous Driving on ApolloCar3D
1 code implementation • CVPR 2020 • Shichao Li, Lei Ke, Kevin Pratama, Yu-Wing Tai, Chi-Keung Tang, Kwang-Ting Cheng
End-to-end deep representation learning has achieved remarkable accuracy for monocular 3D human pose estimation, yet these models may fail for unseen poses with limited and fixed training data.
Ranked #13 on Weakly-supervised 3D Human Pose Estimation on Human3.6M
2 code implementations • 28 Aug 2019 • Shichao Li, Kwang-Ting Cheng
Residual representation learning simplifies the optimization problem of learning complex functions and has been widely used by traditional convolutional neural networks.
Ranked #12 on Age Estimation on CACD
1 code implementation • 19 Apr 2019 • Shichao Li, Kwang-Ting Cheng
Deep neural decision forest (NDF) achieved remarkable performance on various vision tasks via combining decision tree and deep representation learning.
no code implementations • 3 Dec 2018 • Shichao Li, Xin Yang, Tim Cheng
We propose Deep Hierarchical Machine (DHM), a model inspired from the divide-and-conquer strategy while emphasizing representation learning ability and flexibility.