Search Results for author: Hui-Liang Shen

Found 12 papers, 6 papers with code

Iterative Deep Homography Estimation

1 code implementation CVPR 2022 Si-Yuan Cao, Jianxin Hu, Zehua Sheng, Hui-Liang Shen

On a variety of datasets, the 2-scale IHN outperforms all competitors by a large gap.

Homography Estimation

BVMatch: Lidar-based Place Recognition Using Bird's-eye View Images

1 code implementation1 Sep 2021 Lun Luo, Si-Yuan Cao, Bin Han, Hui-Liang Shen, Junwei Li

Recognizing places using Lidar in large-scale environments is challenging due to the sparse nature of point cloud data.

Pose Estimation

FocusNet: Classifying Better by Focusing on Confusing Classes

2 code implementations14 Oct 2021 Xue Zhang, Zehua Sheng, Hui-Liang Shen

We also introduce a novel focus-picking loss function to improve classification accuracy by encouraging FocusNet to focus on the most confusing classes.

Classification Image Classification +1

Recurrent Homography Estimation Using Homography-Guided Image Warping and Focus Transformer

1 code implementation CVPR 2023 Si-Yuan Cao, Runmin Zhang, Lun Luo, Beinan Yu, Zehua Sheng, Junwei Li, Hui-Liang Shen

We propose the Recurrent homography estimation framework using Homography-guided image Warping and Focus transformer (FocusFormer), named RHWF.

Homography Estimation

TFDet: Target-Aware Fusion for RGB-T Pedestrian Detection

1 code implementation26 May 2023 Xue Zhang, Xiao-Han Zhang, Jiacheng Ying, Zehua Sheng, Heng Yu, Chunguang Li, Hui-Liang Shen

In this paper, we propose a novel target-aware fusion strategy for multispectral pedestrian detection, named TFDet.

Pedestrian Detection

Structure Aggregation for Cross-Spectral Stereo Image Guided Denoising

1 code implementation CVPR 2023 Zehua Sheng, Zhu Yu, Xiongwei Liu, Si-Yuan Cao, Yuqi Liu, Hui-Liang Shen, Huaqi Zhang

Instead of aligning the input images via conventional stereo matching, we aggregate structures from the guidance image to estimate a clean structure map for the noisy target image, which is then used to regress the final denoising result with a spatially variant linear representation model.

Deblurring Denoising +2

Normalized Total Gradient: A New Measure for Multispectral Image Registration

no code implementations15 Feb 2017 Shu-Jie Chen, Hui-Liang Shen

In this paper, a new measure, namely normalized total gradient (NTG), is proposed for multispectral image registration.

Image Registration

Guided Colorization Using Mono-Color Image Pairs

no code implementations17 Aug 2021 Ze-Hua Sheng, Hui-Liang Shen, Bo-Wen Yao, Huaqi Zhang

Experimental results show that, our algorithm can efficiently restore color images with higher SNR and richer details from the mono-color image pairs, and achieves good performance in solving the color bleeding problem.

Colorization Image Enhancement

I2P-Rec: Recognizing Images on Large-scale Point Cloud Maps through Bird's Eye View Projections

no code implementations2 Mar 2023 Shuhang Zheng, Yixuan Li, Zhu Yu, Beinan Yu, Si-Yuan Cao, Minhang Wang, Jintao Xu, Rui Ai, Weihao Gu, Lun Luo, Hui-Liang Shen

The experimental results evaluated on the KITTI dataset show that, with only a small set of training data, I2P-Rec achieves recall rates at Top-1\% over 80\% and 90\%, when localizing monocular and stereo images on point cloud maps, respectively.

Depth Estimation

Aggregating Feature Point Cloud for Depth Completion

no code implementations ICCV 2023 Zhu Yu, Zehua Sheng, Zili Zhou, Lun Luo, Si-Yuan Cao, Hong Gu, Huaqi Zhang, Hui-Liang Shen

We extract 2D feature map from images and transform the sparse depth map to point cloud to extract sparse 3D features.

Depth Completion

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