About me

Thank you for visiting my website! I’m Lintao Peng, a Ph.D. student at Computational Sensing Lab, Beijing Insitute of Technology, advised by Prof. Liheng Bian. Currently, I am a joint PhD student at Nanyang Technological University, supervised by Prof. Cuong Dang. Previously, I received my B. Eng in Computer Science and Technology in Xidian University.

My current research interests are mainly about computational imaging and sensing. Specifically, I focus on deep-learning-based imaging and sensing techniques in complex environments. Also I investigate deeper with various novel self-attention mechanisms and loss functions to improve the performance of the imaging and sensing networks.

Email / CV / Google Scholar / Github

Somewhere, something incredible is waiting to be known. – Carl Sagan

Selected Publications

Journals

• Lintao Peng, Chang Li, Wenhui Liu, Siyu Xie, Xue Chen, Fei Xiao, Liheng Bian, (2025)
  Boosting bacterial detection with hyperspectral mining.
  Optica, 2025, vol. 12, no. 3, pp. 315-324.

• Lintao Peng, Wenhui Liu, Siyu Xie, Lin Ye, Peng Ye, Fei Xiao, Liheng Bian*, (2025)
  Uncertainty-driven parallel transformer-based segmentation for oral disease dataset.
  IEEE Transactions on Image Processing, 2025, vol. 34, pp. 1632-1644.
  

• Lintao Peng, Siyu Xie, Hui Lu, Liheng Bian* (2025)
  Large-scale single-pixel imaging and sensing.
  Advanced Photonics Nexus, 2025, vol. 4, no. 2, pp. 026010.
  

• Lintao Peng, Chunli Zhu, Liheng Bian* (2023)
  U-shape Transformer for Underwater Image Enhancement.
  IEEE Transactions on Image Processing, 2023, vol. 32, pp. 3066-3079.
  

• Lintao Peng, Siyu Xie, Tong Qin, Lu Cao, Liheng Bian* (2023)
  Image-free single-pixel object detection.
  Optics Letters, 2023, vol. 48, no. 10, pp. 2527-2530.
  Highlighted by Editor’s pick, and reported by Optica News: Researchers detect and classify multiple objects without images.

• Lintao Peng, Liheng Bian*, Tiexin Liu, Jun Zhang. (2021)
  Agile wide-field imaging with selective high resolution.
  Optics Express, 2021, vol. 29, no. 22, pp. 35602-35612.
  

• Liheng Bian*, Haoze Song, Lintao Peng, et al.
  High-resolution single-photon imaging with physics-informed deep learning.
  Nature Communications, 2023, vol. 14, no. 5902, pp. 1-13.
  

Conference

• Lintao Peng, Liheng Bian*, (2025)
  Adaptive dual-domain learning for underwater image enhancement.
  AAAI, 2025.
  

• Lintao Peng, Siyu Xie, Liheng Bian* (2024)
  Uncertainty-driven spectral compressive imaging with spatial-frequency transformer.
  ECCV, 2024.
  

Education

Joint Ph.D. Student, Nanyang Technological University, (2024.10 - present)

• School of Electrical and Electronic Engineering
• Supervised by Prof. Cuong Dang

Ph.D. Student, Beijing Institute of Technology, (2020.09 - present)

• School of Information and Electronics
• Co-supervised by Prof. Jun Zhang (Member of Chinese Academy of Engineering) and Dr. Liheng Bian

B.Eng., Xidian University, (2016.09 - 2020.06)

• School of Computer Science and Technology
• Excellent Graduation Thesis of Xidian University

Awards & Honors

• The Special Grade Graduate Scholarship (5%) (2022,2023)
• Third place in Mobile Intelligent Photography and Imaging (MIPI) challenge (ECCV Workshop) (2022)
• Excellent Graduation Thesis of Xidian University (2020)
• First Prize in the China Undergraduate Physics Tournament (CUPT) (2018)
• Silver Medal in the International Collegiate Programming Contest (ICPC) (2018)

Academic Service (Reviewer)

• Journal Reviewer: IEEE TIP, IEEE TCSVT, IJCV, IEEE JOE
• Conference Reviewer: CVPR, ECCV, AAAI, ICCV, ACM MM