Pengfei Lyu (Lv) 吕鹏飞

I am a PhD student at the Faculty of Robot Science and Engineering, Northeastern University, China, supervised by Prof. Chengdong Wu and working with Prof. Xiaosheng Yu.

I am also a Joint PhD student at the College of Computing and Data Science, Nanyang Technological University, Singapore, supervised by Prof. Jagath C. Rajapakse and working with Dr. Pak-Hei Yeung and Dr. Jing Xia.

I am interested in computer vision and machine learning. Currently, I am working on multi-modal image processing for natural and medical images.

Email  /  Scholar  /  Github

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Representative Publications

[TIP 2025] TwinsTNet: Broad-View Twins Transformer Network for Bi-Modal Salient Object Detection
Pengfei Lyu, Xiaosheng Yu, Jianning Chi, Hao Wu, Chengdong Wu, Jagath C. Rajapakse

IEEE Transactions on Image Processing, 2025.

[github]
[TGRS 2025] Efficient Fourier Filtering Network with Contrastive Learning for AAV-based Unaligned Bi-modal Salient Object Detection
Pengfei Lyu, Pak-Hei Yeung, Xiaosheng Yu, Xiufei Cheng, Chengdong Wu, Jagath C. Rajapakse

IEEE Transactions on Geoscience and Remote Sensing, 2025.

[github] [arXiv]
[arXiv] Bridging the Inter-Domain Gap through Low-Level Features for Cross-Modal Medical Image Segmentation
Pengfei Lyu, Pak-Hei Yeung, Xiaosheng Yu, Jing Xia, Jianning Chi, Chengdong Wu, Jagath C. Rajapakse

arXiv, 2025.

[github] [arXiv]
[arXiv] Deep Fourier-embedded Network for RGB and Thermal Salient Object Detection
Pengfei Lyu, Xiaosheng Yu, Pak-Hei Yeung, Chengdong Wu, Jagath C. Rajapakse

arXiv, 2024.

[github] [arXiv]
Saliency detection via absorbing Markov chain with multi-level cues
Pengfei Lv, Xiaosheng Yu, Jianning Chi, Chengdong Wu

IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences, 2022.

Optic disc detection based on visual saliency in fundus image (视觉显著性的眼底图像视盘检测)
Pengfei Lyu, Ying Wang, Siqi Wang, Xiaosheng Yu, Chengdong Wu

Journal of Image and Graphics (中国图象图形学报), 2021.


Funded Projects

Doctoral Innovation Program -- "Information discrimination and modal fusion based multi-modal salient object detection in complex scenes"
Pengfei Lyu, Chengdong Wu

Supported by the Fundamental Research Funds for the Central Universities, Ministry of Education of China, 2023.01-2024.12.

Solve a series of problems such as scene understanding and modal fusion faced by RGB-thermal/depth salient object detection in complex or extreme scenes.


Academic Services

Reviewer: TMM, TCSVT, TGRS, etc.