LRan's homepage

About me

Lingyan Ran received his Bachelor degree and Ph.D. degree from Northwestern Polytechnical University (NWPU), Xi'an, China, in 2011 and 2018. Earlier, he was a visiting scholar in Stevens Institute of Technology (SIT), Hoboken, NJ, from 2013 to 2015. His research interests include image classification and semantic segmentation. He is currently a member of China Computer Federation (CCF) , China Society of Image and Graphics (CSIG).

Selected Publications

All publications and tech reports： (Google scholar) (DBLP)

Remote Sensing Image Semantic Change Detection Boosted by Semi-supervised Contrastive Learning of Semantic Segmentation
Xiuwei Zhang, Yizhe Yang, Lingyan Ran*, Liang Chen, Kangwei Wang, Lei Yu, Peng Wang, Yanning Zhang.
IEEE Transactions on Geoscience and Remote Sensing, 2024.

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Improving Reliability of Heterogeneous Change Detection by Sample Synthesis and Knowledge Transfer
Yinghui Xing, Qi Zhang, Lingyan Ran*, Xiuwei Zhang, Hanlin Yin, Yanning Zhang.
IEEE Transactions on Geoscience and Remote Sensing, 2024.

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DDF: A Novel Dual-Domain Image Fusion Strategy for Remote Sensing Image Semantic Segmentation with Unsupervised Domain Adaptation
Lingyan Ran, Lushuang Wang, Tao Zhuo, Yinghui Xing.
arXiv:2403.02784.

Semi-Supervised Semantic Segmentation Based on Pseudo-Labels: A Survey
Lingyan Ran, Yali Li, Guoqiang Liang, Yanning Zhang.
arXiv:2403.01909

Hierarchical Shared Architecture Search for Real-time Semantic Segmentation of Remote Sensing Images
Wenna Wang^, Lingyan Ran^, Hanlin Yin, Mingjun Sun, Xiuwei Zhang, and Yanning Zhang.
IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1-13.

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DTFSeg: A Dynamic Threshold Filtering Method for Semi-Supervised Semantic Segmentation
Lingyan Ran, Weiqi Zhan, Yali Li, Xiaoqiang Zhang, Shizhou Zhang.
2023 China Automation Congress (CAC).

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Pre-train, Adapt and Detect: Multi-Task Adapter Tuning for Camouflaged Object Detection
Yinghui Xing, Dexuan Kong, Shizhou Zhang, Geng Chen, Lingyan Ran, Peng Wang, Yanning Zhang.
arXiv:2307.10685.

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Progressive Modality-Alignment for Unsupervised Heterogeneous Change Detection
Yinghui Xing, Qi Zhang, Lingyan Ran*, Hanlin Yin, Yanning Zhang.
IEEE Transactions on Geoscience and Remote Sensing, 2023, 61: 1-12.

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FastICENet: A Real-time and Accurate Semantic Segmentation Model for Aerial Remote Sensing River Ice Image
Xiuwei Zhang, Ziu Zhao, Lingyan Ran*, Yinghui Xing, Wenan Wang, Zeze Lan, Hanlin Yin, Houjun He, Qixing Liu, Baosen Zhang, and Yanning Zhang.
Signal Processing, 2023.

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DSC-GraspNet: A Lightweight Convolutional Neural Network for Robotic Grasp Detection
Zhiyang Zhou, Xiaoqiang Zhang, Lingyan Ran, Yamin Han and Hongyu Chu
ICVR, 2023.
Accpeted.

Visual SLAM for Dynamic Environments based on Static Key-points Detection
Liangtao Zhong, Xiaoqiang Zhang, Lingyan Ran, Yamin Han and Hongyu Chu
ICVR, 2023.

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An Unsupervised Domain Adaption Framework for Aerial Image Semantic Segmentation Based on Curriculum Learning
Lingyan Ran, Cheng Ji, Shizhou Zhang, Xiaoqiang Zhang, Yanning Zhang.
2022 7th International Conference on Image, Vision and Computing (ICIVC), Xi’an, China, 2022, pp. 354-359.
bibtex / pdf /

Underwater Light Field Camera Calibration Based on Multi-Layer Flat Refractive Model and Multi-Projection-Center Model
Xiaoqiang Zhang, Liangtao Zhong, Qiqi Leng, Lingyan Ran, Hongyu Chu.
Acta Optica Sinica, 2022, 42(12): 1215001.
bibtex / pdf /

Metric Calibration of Aerial On-Board Multiple Non-overlapping Cameras Based on Visual and Inertial Measurement Data
Xiaoqiang Zhang, Liangtao Zhong, Chao Liang, Hongyu Chu, Yanhua Shao, Lingyan Ran
In Chinese Conference on Pattern Recognition and Computer Vision (PRCV), pp. 16-28. Springer, Cham, 2021.
bibtex / pdf /

Improving visible-thermal ReID with structural common space embedding and part models
Lingyan Ran, Yujun Hong, Shizhou Zhang*, Yifei Yang, Yanning Zhang
Pattern Recognition Letters 142 (2021): 25-31.
bibtex /

An Adaptive Viewpoint Transformation Network for 3D Human Pose Estimation
Guoqiang Liang, Xiangping Zhong, Lingyan Ran*, Yanning Zhang
Access, 2020.

EMS-Net: Ensemble of Multiscale Convolutional Neural Networks for Classification of Breast Cancer Histology Images
Zhanbo Yang, Lingyan Ran, Shizhou Zhang, Yong Xia and Yanning Zhang
Neurocomputing, 2019.
bibtex /

MSA-Net: Multiscale Spatial Attention Network for the Classification of Breast Histology Images
Zhanbo Yang, Lingyan Ran, Yong Xia and Yanning Zhang
2019 International Conference on Brain-Inspired Cognitive Systems (BICS 2019), Guangzhou, China.
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A Hyperspectral Image Classification Framework with Spatial Pixel Pair Features
Lingyan Ran, Yanning Zhang, Wei Wei and Qilin Zhang
Sensors 2017, 17, 2421.
Project page / bibtex / Source code /

Convolutional Neural Network-Based Robot Navigation Using Uncalibrated Spherical Images
Lingyan Ran, Yanning Zhang, Qilin Zhang and Tao Yang
Sensors 2017, 17, 1341.
Project page / bibtex / Source code /

Autonomous Near Ground Quadrone Navigation with Uncalibrated Spherical Images Using Convolutional Neural Networks
Lingyan Ran, Yanning Zhang and Tao Yang
Proceedings of the 14th International Conference on Advances in Mobile Computing and Multimedia (MoMM), 2016.

Bands Sensitive Convolutional Network for Hyperspectral Image Classification
Lingyan Ran, Yanning Zhang, Wei Wei and Tao Yang
Inter. Conf. on Internet Multimedia Computing and Service (ICIMCS), 2016.

Autonomous Wheeled Robot Navigation with Uncalibrated Spherical Images
Lingyan Ran, Yanning Zhang, Tao Yang and Peng Zhang
The 4th Chinese Conference on Intelligent Visual Surveillance (IVS), 2016.
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CANNET: Context Aware Nonlocal Convolutional Networks for Semantic Image Segmentation
Lingyan Ran, Yanning Zhang and Gang Hua
International Conference on Image Processing (ICIP), 2015, Quebec City, Canada.

Compressive Tracking based on Superpixel Segmentation
Ting Chen, Hichem Sahli, Yanning Zhang, Tao Yang and Lingyan Ran
Proceedings of the 14th International Conference on Advances in Mobile Computing and Multimedia (MoMM), 2016.

Multiple-Layer Visibility Propagation-Based Synthetic Aperture Imaging through Occlusion
Tao Yang, Jing Li, Jingyi Yu, Yanning Zhang, Wenguang Ma, Xiaomin Tong, Rui Yu and Lingyan Ran
Sensors, 2015.

All-In-Focus Synthetic Aperture Imaging
Tao Yang, Yanning Zhang, Jingyi Yu, Jing Li, Wenguang Ma, Xiaomin Tong, Rui Yu, and Lingyan Ran
European Conference on Computer Vision (ECCV), 2014.

Simultaneous camera array focus plane estimation and occluded moving object imaging
Tao Yang, Yanning Zhang, Rui Yu, Xiaoqiang Zhang, Ting Chen, Lingyan Ran and Zhengxi Song
Image and Vision Computing (IVC), 2014.

Camera Array Synthetic Aperture Focusing and Fusion based Hidden Object Imaging
Tao Yang, Yanning Zhang, Rui Yu, Xiaoqiang Zhang, Ting Chen, Lingyan Ran and Zhengxi Song
Sino-foreign-interchange Workshop on Intelligence Science and Intelligent Data Engineering (ISciDE), 2011, Xi'an, China.