Search Results for author: Sining Chen

Found 3 papers, 3 papers with code

HTC-DC Net: Monocular Height Estimation from Single Remote Sensing Images

1 code implementation28 Sep 2023 Sining Chen, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu

To tackle this problem, we propose a method for monocular height estimation from optical imagery, which is currently one of the richest sources of remote sensing data.

regression

GAMUS: A Geometry-aware Multi-modal Semantic Segmentation Benchmark for Remote Sensing Data

1 code implementation24 May 2023 Zhitong Xiong, Sining Chen, Yi Wang, Lichao Mou, Xiao Xiang Zhu

Towards a fair and comprehensive analysis of existing methods, the proposed benchmark consists of 1) a large-scale dataset including co-registered RGB and nDSM pairs and pixel-wise semantic labels; 2) a comprehensive evaluation and analysis of existing multi-modal fusion strategies for both convolutional and Transformer-based networks on remote sensing data.

Segmentation Semantic Segmentation

Disentangled Latent Transformer for Interpretable Monocular Height Estimation

1 code implementation17 Jan 2022 Zhitong Xiong, Sining Chen, Yilei Shi, Xiao Xiang Zhu

Furthermore, a novel unsupervised semantic segmentation task based on height estimation is first introduced in this work.

Unsupervised Semantic Segmentation

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