Search Results for author: Zhou Huang

Found 10 papers, 4 papers with code

TCLC-GS: Tightly Coupled LiDAR-Camera Gaussian Splatting for Surrounding Autonomous Driving Scenes

no code implementations3 Apr 2024 Cheng Zhao, Su Sun, Ruoyu Wang, Yuliang Guo, Jun-Jun Wan, Zhou Huang, Xinyu Huang, Yingjie Victor Chen, Liu Ren

Most 3D Gaussian Splatting (3D-GS) based methods for urban scenes initialize 3D Gaussians directly with 3D LiDAR points, which not only underutilizes LiDAR data capabilities but also overlooks the potential advantages of fusing LiDAR with camera data.

3D Reconstruction Autonomous Driving

GWRBoost:A geographically weighted gradient boosting method for explainable quantification of spatially-varying relationships

no code implementations12 Dec 2022 Han Wang, Zhou Huang, Ganmin Yin, Yi Bao, Xiao Zhou, Yong Gao

The geographically weighted regression (GWR) is an essential tool for estimating the spatial variation of relationships between dependent and independent variables in geographical contexts.

regression

EPCL: Frozen CLIP Transformer is An Efficient Point Cloud Encoder

2 code implementations8 Dec 2022 Xiaoshui Huang, Zhou Huang, Sheng Li, Wentao Qu, Tong He, Yuenan Hou, Yifan Zuo, Wanli Ouyang

These token embeddings are concatenated with a task token and fed into the frozen CLIP transformer to learn point cloud representation.

Few-Shot Learning Segmentation +1

PolyBuilding: Polygon Transformer for End-to-End Building Extraction

no code implementations3 Nov 2022 Yuan Hu, Zhibin Wang, Zhou Huang, Yu Liu

Given a set of polygon queries, the model learns the relations among them and encodes context information from the image to predict the final set of building polygons with fixed vertex numbers.

DouFu: A Double Fusion Joint Learning Method For Driving Trajectory Representation

no code implementations5 May 2022 Han Wang, Zhou Huang, Xiao Zhou, Ganmin Yin, Yi Bao, Yi Zhang

The attention fusion module incorporates route features with movement features to create a better spatial-temporal embedding.

Representation Learning

Scribble-based Boundary-aware Network for Weakly Supervised Salient Object Detection in Remote Sensing Images

1 code implementation7 Feb 2022 Zhou Huang, Tian-Zhu Xiang, Huai-Xin Chen, Hang Dai

To this end, in this paper, we propose a novel weakly-supervised salient object detection framework to predict the saliency of remote sensing images from sparse scribble annotations.

Object object-detection +2

Multi-level Cross-modal Interaction Network for RGB-D Salient Object Detection

no code implementations10 Jul 2020 Zhou Huang, Huai-Xin Chen, Tao Zhou, Yun-Zhi Yang, Bi-Yuan Liu

Our MCI-Net includes two key components: 1) a cross-modal feature learning network, which is used to learn the high-level features for the RGB images and depth cues, effectively enabling the correlations between the two sources to be exploited; and 2) a multi-level interactive integration network, which integrates multi-level cross-modal features to boost the SOD performance.

object-detection RGB-D Salient Object Detection +2

Contrast-weighted Dictionary Learning Based Saliency Detection for Remote Sensing Images

no code implementations6 Apr 2020 Zhou Huang, Huai-Xin Chen, Tao Zhou, Yun-Zhi Yang, Chang-Yin Wang, Bi-Yuan Liu

Furthermore, by using the proposed joint saliency measure, a variety of saliency maps are generated based on the discriminant dictionary.

Dictionary Learning object-detection +2

Understanding the mesoscopic scaling patterns within cities

1 code implementation2 Jan 2020 Lei Dong, Zhou Huang, Jiang Zhang, Yu Liu

Understanding quantitative relationships between urban elements is crucial for a wide range of applications.

Physics and Society

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