Search Results for author: Tianchen Deng

Found 18 papers, 9 papers with code

Lightweight LiDAR-Camera 3D Dynamic Object Detection and Multi-Class Trajectory Prediction

2 code implementations18 Apr 2025 Yushen He, Lei Zhao, Tianchen Deng, Zipeng Fang, Weidong Chen

Service mobile robots are often required to avoid dynamic objects while performing their tasks, but they usually have only limited computational resources.

3D Object Detection object-detection +2

SN-LiDAR: Semantic Neural Fields for Novel Space-time View LiDAR Synthesis

1 code implementation11 Apr 2025 Yi Chen, Tianchen Deng, Wentao Zhao, Xiaoning Wang, Wenqian Xi, Weidong Chen, Jingchuan Wang

To address this challenge, we propose SN-LiDAR, a method that jointly performs accurate semantic segmentation, high-quality geometric reconstruction, and realistic LiDAR synthesis.

Autonomous Driving Novel View Synthesis +1

SALT: A Flexible Semi-Automatic Labeling Tool for General LiDAR Point Clouds with Cross-Scene Adaptability and 4D Consistency

1 code implementation31 Mar 2025 Yanbo Wang, Yongtao Chen, Chuan Cao, Tianchen Deng, Wentao Zhao, Jingchuan Wang, Weidong Chen

We propose a flexible Semi-Automatic Labeling Tool (SALT) for general LiDAR point clouds with cross-scene adaptability and 4D consistency.

Zero-Shot Learning

LLGS: Unsupervised Gaussian Splatting for Image Enhancement and Reconstruction in Pure Dark Environment

no code implementations24 Mar 2025 Haoran Wang, Jingwei Huang, Lu Yang, Tianchen Deng, Gaojing Zhang, Mingrui Li

Simply using enhanced images as inputs would lead to issues with multi-view consistency, and current single-view enhancement systems rely on pre-trained data, lacking scene generalization.

Image Enhancement

DenseSplat: Densifying Gaussian Splatting SLAM with Neural Radiance Prior

no code implementations13 Feb 2025 Mingrui Li, Shuhong Liu, Tianchen Deng, Hongyu Wang

Gaussian SLAM systems excel in real-time rendering and fine-grained reconstruction compared to NeRF-based systems.

3DGS NeRF

SFPNet: Sparse Focal Point Network for Semantic Segmentation on General LiDAR Point Clouds

1 code implementation16 Jul 2024 Yanbo Wang, Wentao Zhao, Chuan Cao, Tianchen Deng, Jingchuan Wang, Weidong Chen

Although LiDAR semantic segmentation advances rapidly, state-of-the-art methods often incorporate specifically designed inductive bias derived from benchmarks originating from mechanical spinning LiDAR.

LIDAR Semantic Segmentation Semantic Segmentation

MG-SLAM: Structure Gaussian Splatting SLAM with Manhattan World Hypothesis

no code implementations30 May 2024 Shuhong Liu, Tianchen Deng, Heng Zhou, Liuzhuozheng Li, Hongyu Wang, Danwei Wang, Mingrui Li

Gaussian Splatting SLAMs have made significant advancements in improving the efficiency and fidelity of real-time reconstructions.

RoGs: Large Scale Road Surface Reconstruction with Meshgrid Gaussian

1 code implementation23 May 2024 Zhiheng Feng, Wenhua Wu, Tianchen Deng, Hesheng Wang

In addition, because the road surface has no thickness, 2D Gaussian surfel is more consistent with the physical reality of the road surface than 3D Gaussian sphere.

Autonomous Driving Surface Reconstruction

NeSLAM: Neural Implicit Mapping and Self-Supervised Feature Tracking With Depth Completion and Denoising

1 code implementation29 Mar 2024 Tianchen Deng, Yanbo Wang, Hongle Xie, Hesheng Wang, Jingchuan Wang, Danwei Wang, Weidong Chen

Second, the occupancy scene representation is replaced with Signed Distance Field (SDF) hierarchical scene representation for high-quality reconstruction and view synthesis.

3D Reconstruction Denoising +4

Compact 3D Gaussian Splatting For Dense Visual SLAM

no code implementations17 Mar 2024 Tianchen Deng, Yaohui Chen, Leyan Zhang, Jianfei Yang, Shenghai Yuan, Jiuming Liu, Danwei Wang, Hesheng Wang, Weidong Chen

Recent work has shown that 3D Gaussian-based SLAM enables high-quality reconstruction, accurate pose estimation, and real-time rendering of scenes.

Pose Estimation

Point Mamba: A Novel Point Cloud Backbone Based on State Space Model with Octree-Based Ordering Strategy

1 code implementation11 Mar 2024 Jiuming Liu, Ruiji Yu, Yian Wang, Yu Zheng, Tianchen Deng, Weicai Ye, Hesheng Wang

In this paper, we propose a novel SSM-based point cloud processing backbone, named Point Mamba, with a causality-aware ordering mechanism.

Mamba Semantic Segmentation

DDN-SLAM: Real-time Dense Dynamic Neural Implicit SLAM

no code implementations3 Jan 2024 Mingrui Li, Yiming Zhou, Guangan Jiang, Tianchen Deng, Yangyang Wang, Hongyu Wang

To address dynamic tracking interferences, we propose a feature point segmentation method that combines semantic features with a mixed Gaussian distribution model.

Loop Closure Detection NeRF +2

PLGSLAM: Progressive Neural Scene Represenation with Local to Global Bundle Adjustment

no code implementations CVPR 2024 Tianchen Deng, Guole Shen, Tong Qin, Jianyu Wang, Wentao Zhao, Jingchuan Wang, Danwei Wang, Weidong Chen

To this end, we introduce PLGSLAM, a neural visual SLAM system capable of high-fidelity surface reconstruction and robust camera tracking in real-time.

Surface Reconstruction

ProSGNeRF: Progressive Dynamic Neural Scene Graph with Frequency Modulated Auto-Encoder in Urban Scenes

no code implementations14 Dec 2023 Tianchen Deng, Siyang Liu, Xuan Wang, Yejia Liu, Danwei Wang, Weidong Chen

Implicit neural representation has demonstrated promising results in view synthesis for large and complex scenes.

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