LMFNet: An Efficient Multimodal Fusion Approach for Semantic Segmentation in High-Resolution Remote Sensing

no code implementations • 21 Apr 2024 • Tong Wang, Guanzhou Chen, Xiaodong Zhang, Chenxi Liu, Xiaoliang Tan, Jiaqi Wang, Chanjuan He, Wenlin Zhou

Addressing this gap, we propose a novel \textbf{L}ightweight \textbf{M}ultimodal data \textbf{F}usion \textbf{Net}work (LMFNet) to accomplish the tasks of fusion and semantic segmentation of multimodal remote sensing images.

Land Cover Classification Semantic Segmentation

S3Net: Innovating Stereo Matching and Semantic Segmentation with a Single-Branch Semantic Stereo Network in Satellite Epipolar Imagery

1 code implementation • 3 Jan 2024 • Qingyuan Yang, Guanzhou Chen, Xiaoliang Tan, Tong Wang, Jiaqi Wang, Xiaodong Zhang

Stereo matching and semantic segmentation are significant tasks in binocular satellite 3D reconstruction.

3D Reconstruction Disparity Estimation +3

Segment Change Model (SCM) for Unsupervised Change detection in VHR Remote Sensing Images: a Case Study of Buildings

1 code implementation • 27 Dec 2023 • Xiaoliang Tan, Guanzhou Chen, Tong Wang, Jiaqi Wang, Xiaodong Zhang

The field of Remote Sensing (RS) widely employs Change Detection (CD) on very-high-resolution (VHR) images.

Change Detection

Describe, Explain, Plan and Select: Interactive Planning with Large Language Models Enables Open-World Multi-Task Agents

1 code implementation • 3 Feb 2023 • ZiHao Wang, Shaofei Cai, Guanzhou Chen, Anji Liu, Xiaojian Ma, Yitao Liang

We investigate the challenge of task planning for multi-task embodied agents in open-world environments.