Computational Sensing Lab - Featured Publications

For full publication list, please click here. (# equal contribuction, * correspondence.)

[1] 【专著】边丽蘅, 戴琼海, '计算成像与感知,' 人民邮电出版社, 2022.

[2] Liheng Bian^*,#, Zhen Wang^#, Yuzhe Zhang^#, Lianjie Li, Yinuo Zhang, Chen Yang, Wen Fang, Jiajun Zhao, Chunli Zhu, Qinghao Meng, Xuan Peng, Jun Zhang*, 'A broadband hyperspectral image sensor with high spatio-temporal resolution,' Nature, 2024, vol. 635, no. 8037, pp. 73-81.

[3] Liheng Bian^*,#, Haoze Song^#, Lintao Peng, Xuyang Chang, Xi Yang, Roarke Horstmeyer, Lin Ye, Chunli Zhu, Tong Qin, Dezhi Zheng, Jun Zhang*, 'High-resolution single-photon imaging with physics-informed deep learning,' Nature Communications, 2023, vol. 14, no. 5902, pp. 1-13.

[4] Liheng Bian^*,#, Xuyang Chang^#, Shaowei Jiang^#, Liming Yang, Xinrui Zhan, Shicong Liu, Daoyu Li, Rong Yan, Zhen Gao, Jun Zhang*, 'Large-scale scattering-augmented optical encryption,' Nature Communications, 2024, vol. 15, no. 9807, pp. 1-12.

[5] Liheng Bian^*,#, Daoyu Li^#, Shuoguang Wang^#, Chunyang Teng, Jinxuan Wu, Huteng Liu, Hanwen Xu, Xuyang Chang, Guoqiang Zhao, Shiyong Li*, Jun Zhang*, 'Towards large-scale single-shot millimeter-wave imaging for low-cost security inspection,' Nature Communications, 2024, vol. 15, no. 6459, pp. 1-11.

[6] Daoyu Li, Jinxuan Wu, Jiajun Zhao, Hanwen Xu, Liheng Bian^*, 'SpectraTrack: Megapixel, Hundred-fps, and Thousand-channel Hyperspectral Imaging,' Nature Communications, 2024, vol. 15, no. 9459, pp. 1-10.

[7] Xiaoxiu Zhu, Liheng Bian*, Hao Fu, Lingxue Wang, Bingsuo Zou, Qionghai Dai, Jun Zhang, Haizheng Zhong*, 'Broadband perovskite quantum dot spectrometer beyond human visual resolution,' Light: Science & Applications, 2020, vol. 9, no. 73.

[8] Liheng Bian, Xuyang Chang, Hanwen Xu, Jun Zhang*, 'Ultra-fast light-field microscopy with event detection,' Light: Science & Applications, 2024, vol. 13, no. 306. (News & Views)

[9] Xuyang Chang, Liheng Bian*, Jun Zhang, 'Large-scale phase retrieval,' eLight, 2021, vol. 1, no. 4.

        Highlight News by Gabriel Popescu at Light: Science & Applications.

[10] Lintao Peng, Chunli Zhu, Liheng Bian*, 'U-shape transformer for underwater image enhancement,' IEEE Transactions on Image Processing, 2023, vol. 32, pp. 3066-3079.

        ESI "Highly Cited Paper" and "Hot Paper" @ Web of Science.

Computational Sensing Lab - Full Publication List - SCI Journal papers

2024

[67] Liheng Bian^*,#, Zhen Wang^#, Yuzhe Zhang^#, Lianjie Li, Yinuo Zhang, Chen Yang, Wen Fang, Jiajun Zhao, Chunli Zhu, Qinghao Meng, Xuan Peng, Jun Zhang*, 'A broadband hyperspectral image sensor with high spatio-temporal resolution,' Nature, 2024, vol. 635, no. 8037, pp. 73-81.

[66] Liheng Bian^*,#, Xuyang Chang^#, Shaowei Jiang^#, Liming Yang, Xinrui Zhan, Shicong Liu, Daoyu Li, Rong Yan, Zhen Gao, Jun Zhang*, 'Large-scale scattering-augmented optical encryption,' Nature Communications, 2024, vol. 15, no. 9807, pp. 1-12.

[65] Daoyu Li, Jinxuan Wu, Jiajun Zhao, Hanwen Xu, Liheng Bian^*, 'SpectraTrack: Megapixel, Hundred-fps, and Thousand-channel Hyperspectral Imaging,' Nature Communications, 2024, vol. 15, no. 9459, pp. 1-10.

[64] Liheng Bian, Xuyang Chang, Hanwen Xu, Jun Zhang*, 'Ultra-fast light-field microscopy with event detection,' Light: Science & Applications, 2024, vol. 13, no. 306. (News & Views)

[63] Liheng Bian^*,#, Daoyu Li^#, Shuoguang Wang^#, Chunyang Teng, Jinxuan Wu, Huteng Liu, Hanwen Xu, Xuyang Chang, Guoqiang Zhao, Shiyong Li*, Jun Zhang*, 'Towards large-scale single-shot millimeter-wave imaging for low-cost security inspection,' Nature Communications, 2024, vol. 15, no. 6459, pp. 1-11.

[62] Haoyang He, Yuzhe Zhang, Yujie Shao, Yan Zhang, Guangzhou Geng, Junjie Li, Xin Li, Yongtian Wang, Liheng Bian*, Jun Zhang*, Lingling Huang*, 'Meta-attention network based spectral reconstruction with snapshot near-infrared metasurface,' Advanced Materials, 2024, vol. 36, no. 23, pp. 1-9.

[61] Yongqi Cao, Hui Bao, Lintao Peng, Shuangpeng Wang, Liheng Bian*, Haizheng Zhong*, 'Single photon camera based time- and spatial- resolved electroluminescence spectroscopy for Micro-LED analysis,' ACS Photonics, 2024, vol. 11, no. 2, pp. 731-736.

[60] Xinrui Zhan, Hui Lu, Rong Yan, Liheng Bian*, 'Global optimal semi-supervised learning for single-pixel image-free sensing,' Optics Letters, 2024, vol. 49, no. 3, pp. 682-685.

2023

[59] Rong Yan, Daoyu Li, Xinrui Zhan, Xuyang Chang, Jun Yan, Pengyu Guo, Liheng Bian*, 'Sparse single-pixel imaging via optimization in non-uniform sampling sparsity,' Optics Letters, 2023, vol. 48, no. 23, pp. 6255-6258.

[58] Yiming Li, Daoyu Li, Zhijie Gao, Shuai Wang, Qiang Jiao, Liheng Bian*, 'Underwater image enhancement utilizing adaptive color correction and model conversion for dehazing,' Optics and Laser Technology, 2023, vol. 169, no. 110039.

[57] Liheng Bian^*,#, Haoze Song^#, Lintao Peng, Xuyang Chang, Xi Yang, Roarke Horstmeyer, Lin Ye, Chunli Zhu, Tong Qin, Dezhi Zheng, Jun Zhang*, 'High-resolution single-photon imaging with physics-informed deep learning,' Nature Communications, 2023, vol. 14, no. 5902, pp. 1-13.

[56] Hanwen Xu, Daoyu Li, Xuyang Chang, Yunhui Gao, Xiaoyan Luo, Jun Yan, Liangcai Cao, Dong Xu, Liheng Bian*, 'Deep nonlocal low-rank regularization for complex-domain pixel super-resolution,' Optics Letters, 2023, vol. 48, no. 20, pp. 5277-5280.

[55] Haiyan Liu, Xuyang Chang, Jun Yan, Pengyu Guo, Dong Xu, Liheng Bian*, 'Masked autoencoder for highly-compressed single-pixel imaging,' Optics Letters, 2023, vol. 48, no. 16, pp. 4392-4395.

[54] Xuyang Chang, Cheng Shen, Sitian Liu, Dezhi Zheng, Shuai Wang, Changhuei Yang, Norden Huang, Liheng Bian*, 'Robust Kramers-Kronig holographic imaging with Hilbert-Huang transform,' Optics Letters, 2023, vol. 48, no. 15, pp. 4161-4164.

[53] Meng Li, Tong Qin, Zhijie Gao*, Liheng Bian*, 'Illumination schemes for coded coherent diffraction imaging: a comprehensive comparison,' Optics and Laser Technology, 2023, vol. 168, no. 109861.

[52] Lintao Peng, Chunli Zhu, Liheng Bian*, 'U-shape transformer for underwater image enhancement,' IEEE Transactions on Image Processing, 2023, vol. 32, pp. 3066-3079.

        ESI "Highly Cited Paper" and "Hot Paper" @ Web of Science.

[51] Rong Yan, Wenli Wang, Yao Hu, Qun Hao*, Liheng Bian*, 'Polarization-dependent metasurface enables near-infrared dual-modal single-pixel sensing,' Nanomaterials, 2023, vol. 13, no. 9, pp. 1542.

[50] Rong Yan, Shuai Wang, Qiang Jiao, Liheng Bian*, 'Computational spectrometer based on local feature-weighted spectral reconstruction,' Optics Express, 2023, vol. 31, no. 9, pp. 14240-14254.

[49] Lintao Peng, Siyu Xie, Tong Qin, Lu Cao, Liheng Bian*, '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.

[48] Lu Li, Daoyu Li, Shuai Wang, Qiang Jiao, Liheng Bian*, 'Tuning-free and self-supervised image enhancement against ill exposure,' Optics Express, 2023, vol. 31, no. 6, pp. 10368-10385.

[47] Xuyang Chang, Ze Wu, Daoyu Li, Xinrui Zhan, Rong Yan, Liheng Bian*, 'Self-supervised learning for single-pixel imaging via dual-domain constraints,' Optics Letters, 2023, vol. 48, no. 7, pp. 1566-1569.

[46] Liheng Bian, Xin Wang, Daoyu Li, Qiuling Ren, Dezhi Zheng*, 'Robust phase unwrapping via non-local regularization,' Optics Letters, 2023, vol. 48, no. 6, pp. 1399-1402.

[45] Liheng Bian, Xin Wang, Xuyang Chang, Zhijie Gao, Tong Qin*, 'Phase retrieval via nonlocal complex-domain sparsity,' Optics Letters, 2023, vol. 48, no. 7, pp. 1854-1857.

[44] Zhihong Zhang, Yuxiao Cheng, Jinli Suo*, Liheng Bian, Qionghai Dai, 'INFWIDE: Image and Feature Space Wiener Deconvolution Network for Non-blind Image Deblurring in Low-Light Conditions,' IEEE Transactions on Image Processing, 2023, vol. 32, pp. 1390-1402.

[43] Xuyang Chang, Shaowei Jiang, Yongcun Hu, Guoan Zheng, Liheng Bian*, 'Pixel super-resolved lensless on-chip sensor with scattering multiplexing,' ACS Photonics, 2023, vol. 10, no. 7, pp. 2323-2331.

[42] Chang Li, Lili Zhang, Zhongling Zhuo, Fei Su, Hexin Li, Siyuan Xu, Ye Liu, Zaifeng Zhang, Yibo Xie, Xue Yu*, Liheng Bian*, Fei Xiao*, 'Artificial intelligence -based recognition for variant pathogenicity of BRCA1 using AlphaFold2-predicted structures,' Theranostics, 2023, vol. 13, no. 1, pp. 391-402.

2022

[41] Xinrui Zhan, Chunli Zhu, Zhijie Gao, Shuai Wang, Qiang Jiao, Liheng Bian*, 'Ultrahigh-security single-pixel semantic encryption,' Optics Letters, 2022, vol. 47, no. 23, pp. 6169-6172.

[40] Daoyu Li, Zhijie Gao, Liheng Bian*, 'Efficient large-scale single-pixel imaging,' Optics Letters, 2022, vol. 47, no. 21, pp. 5461-5464.

[39] Haiyan Liu, Liheng Bian*, Jun Zhang, 'Image-free single-pixel segmentation,' Optics and Laser Technology, 2023, vol. 157, no. 108600, pp. 1-6.

[38] Yiming Li, Chunli Zhu, Junxin Peng, Liheng Bian*, 'Fusion-based underwater image enhancement with category-specific color-correction and dehazing,' Optics Express, 2022, vol. 30, no. 19, pp. 33826-33841.

[37] Xuyang Chang, Shaowei Jiang, Guoan Zheng, Liheng Bian*, 'Deep distributed optimization for blind diffuser-modulation ptychography,' Optics Letters, 2022, vol. 47, no. 12, pp. 3015-3018.

        Highlighted by Editor's pick.

[36] Xuyang Chang, Liheng Bian*, Yunhui Gao, Liangcai Cao, Jinli Suo, Jun Zhang, 'Plug-and-play pixel super-resolution phase retrieval for digital holography,' Optics Letters, 2022, vol. 47, no. 11, pp. 2658-2661.

[35] Xinrui Zhan, Chunli Zhu, Jinli Suo, Liheng Bian*, 'Weighted sampling-adaptive single-pixel sensing,' Optics Letters, 2022, vol. 47, no. 11, pp. 2838-2841.

[34] Daoyu Li, Liheng Bian*, Jun Zhang, 'High-speed large-scale imaging using frame decomposition from intrinsic multiplexing of motion,' IEEE Journal of Selected Topics in Signal Processing, 2022, vol. 16, no. 4, pp. 700-712.

[33] Liheng Bian*, Huayi Wang, Chunli Zhu, Jun Zhang, 'Image-free multi-character recognition,' Optics Letters, 2022, vol. 47, no. 6, pp. 1343-1346.

[32] Meng Li, Liheng Bian*, Jun Zhang, 'Multi-slice coded coherent diffraction imaging,' Optics and Lasers in Engineering, 2022, vol. 151, no. 106929.

2021

[31] Xuyang Chang, Liheng Bian*, Jun Zhang, 'Large-scale phase retrieval,' eLight, 2021, vol. 1, no. 4.

        Highlight News by Gabriel Popescu at Light: Science & Applications.

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

[29] Weihang Zhang, Zhihong Zhang, Liheng Bian, Haoqian Wang, Jinli Suo, Qionghai Dai, 'High axial resolution single molecule localization under dense excitation with a multi-channel deep U-Net ,' Optics Letters, 2021, vol. 46, no. 21, pp. 5477-5480.

[28] Liheng Bian*, Yugang Wang, Jun Zhang, 'Generalized MSFA engineering with structural and adaptive nonlocal demosaicing,' IEEE Transactions on Image Processing, 2021, vol. 30, pp. 7867-7877.

[27] Xi Yang, Pavan Chandra Konda, Shiqi Xu, Liheng Bian, Roarke Horstmeyer, 'Quantized Fourier ptychography with binary images from SPAD cameras,' Photonics Research, 2021, vol. 9, no. 10, pp. 1958-1969.

[26] Huiyu Li, Liheng Bian*, Kai Gu, Hao Fu, Gaoling Yang, Haizheng Zhong*, Jun Zhang, 'A near-infrared miniatured quantum dot spectrometer,' Advanced Optical Materials, 2021, 2100376.

[25] Meng Li, Liheng Bian*, Guoan Zheng, Andrew Maiden, Yang Liu, Yiming Li, Jinli Suo, Qionghai Dai, Jun Zhang, 'Single-pixel ptychography,' Optics Letters, 2021, vol. 46, no. 7, pp. 1624-1627.

[24] Huayi Wang, Liheng Bian*, Jun Zhang, 'Depth acquisition in single-pixel imaging with multiplexed illumination,' Optics Express, 2021, vol. 29, no. 4, pp. 4866-4874.

2020

[23] Shikun Zhang, Liheng Bian, Yongyou Zhang, 'High-accuracy inverse optical design by combining machine learning and knowledge-depended optimization,' Journal of Optics, 2020, vol. 22, no. 10, pp. 105802.

[22] Meng Li, Liheng Bian* Jun Zhang, 'Coded coherent diffraction imaging with reduced binary modulations and low dynamic-range detection,' Optics Letters, 2020, vol. 45, no. 16, pp. 4373-4376.

[21] Hao Fu, Liheng Bian*, Jun Zhang, 'Single-pixel sensing with optimal binarized modulation,' Optics Letters, 2020, vol. 45, no. 11, pp. 3111-3114.

[20] Xiaoxiu Zhu, Liheng Bian*, Hao Fu, Lingxue Wang, Bingsuo Zou, Qionghai Dai, Jun Zhang, Haizheng Zhong*, 'Broadband perovskite quantum dot spectrometer beyond human visual resolution,' Light: Science & Applications, 2020, vol. 9, no. 73.

[19] Ying Fu, Yunhao Zou, Liheng Bian, Yuxiang Guo, Hua Huang, 'Illumination modulation for reflective and fluorescent separation,' Optics Letters, 2020, vol. 45, no. 5, pp. 1120-1123.

[18] Hao Fu, Liheng Bian*, Xianbin Cao, Jun Zhang, 'Hyperspectral imaging from a raw mosaic image with end-to-end learning,' Optics Express, 2020, vol. 28, no. 1, pp. 314-324.

2019

[17] Meng Li, Liheng Bian*, Xianbin Cao, Jun Zhang, 'Noise-robust coded-illumination imaging with low computational complexity,' Optics Express, 2019, vol. 27, no. 10, pp. 14610-14622.

Before 2018

[16] Liheng Bian, Jinli Suo, Qionghai Dai and Feng Chen, 'Experimental comparison of single-pixel imaging algorithms,' Journal of the Optical Society of America A, 2017, vol. 35, no. 1, pp. 78-87.

[15] Zichao Bian, Soliman Alhudaithy, Zhe Wang, Zibang Zhang, Kaikai Guo, Liheng Bian, Yuji Tomizawa, Peter Satonick, Kazunori Hoshino, and Guoan Zheng, 'Angular light modulator using optical blinds,' Optics Express, 2016, vol. 24, no. 25, pp. 28467-28472.

[14] Jun Liao, Liheng Bian, Zichao Bian, Zibang Zhang, Charmi Patel, Kazunori Hoshino, Yonina C. Eladar, and Guoan Zheng, 'Single-frame rapid autofocusing for brightfield and fluorescence whole slide imaging,' Biomedical Optics Express, 2016, vol. 7, no. 11, pp. 4763-4768.

[13] Liheng Bian, Guoan Zheng, Kaikai Guo, Jinli Suo, Changhuei Yang, Chen Feng, and Qionghai Dai, 'Motion-corrected Fourier ptychography,' Biomedical Optics Express, 2016, vol. 7, no. 11, pp. 4543-4553.

[12] Liheng Bian, Jinli Suo, Xuemei Hu, Feng Chen and Qionghai Dai, 'Efficient single pixel imaging in Fourier space,' Journal of Optics, 2016, vol. 18, no. 8, pp. 085704.

[11] Liheng Bian, Jinli Suo, Jaebum Chung, Xiaoze Ou, Changhuei Yang, Feng Chen and Qionghai Dai, 'Fourier ptychographic reconstruction using Poisson maximum likelihood and truncated Wirtinger gradient,' Scientific Reports, 2016, vol. 6, pp. 27384.

[10] Liheng Bian, Jinli Suo, Guohai Situ, Ziwei Li, Jingtao Fan, Feng Chen and Qionghai Dai, 'Multispectral imaging using a single bucket detector,' Scientific Reports, 2016, vol. 6, pp. 24752.

[9] Jinli Suo, Liheng Bian, Feng Chen and Qionghai Dai, 'Signal-dependent noise removal for color videos using temporal and cross-channel priors,' Journal of Visual Communication and Image Representation, 2016, vol. 36, pp. 130-141.

[8] Siyuan Dong, Jun Liao, Kaikai Guo, Liheng Bian, Jinli Suo, and Guoan Zheng, 'Resolution doubling with a reduced number of image acquisitions,' Biomedical Optics Express, 2015, vol. 6, no. 8, pp. 2946-2952.

[7] Jinli Suo, Liheng Bian, Yudong Xiao, Yongjin Wang, Lei Zhang and Qionghai Dai, 'A self-synchronized high speed computational ghost imaging system: a leap towards dynamic capturing,' Optics and Laser Technology, 2015, vol 74, pp. 65-71.

[6] Xuemei Hu, Jinli Suo, Tao Yue, Liheng Bian and Qionghai Dai, 'Patch-primitive driven compressive ghost imaging,' Optics Express, 2015, vol. 23, no. 9, pp. 11092–11104.

[5] Liheng Bian, Jinli Suo, Guoan Zheng, Kaikai Guo, Feng Chen and Qionghai Dai, 'Fourier ptychographic reconstruction using Wirtinger flow optimization,' Optics Express, 2015, vol. 23, no. 4, pp. 4856-4866.

[4] Liheng Bian, Jinli Suo, Feng Chen and Qionghai Dai, 'Multiframe denoising of high-speed optical coherence tomography data using interframe and intraframe priors,' Journal of Biomedical Optics, 2015, vol. 20, no. 3, pp. 036006.

[3] Liheng Bian, Jinli Suo, Guohai Situ, Guoan Zheng, Feng Chen and Qionghai Dai, 'Content adaptive illumination for Fourier ptychography,' Optics Letters, 2014, vol. 39, no. 23, pp. 6648-6651.

[2] Jinli Suo, Liheng Bian, Feng Chen and Qionghai Dai, 'Bispectral coding: compressive and high-quality acquisition of fluorescence and reflectance,' Optics Express, 2014, vol. 22, no. 2, pp. 1697-1712.

[1] Jinli Suo, Yue Deng, Liheng Bian and Qionghai Dai, 'Joint Non-Gaussian Denoising and Superresolving of Raw High Frame Rate Videos,' IEEE Transactions on Image Processing, 2014, vol.23, no.3, pp.1154-1168.

Computational Sensing Lab - Publications - Other papers

[7] Lintao Peng, Siyu Xie, Liheng Bian*, 'Uncertainty-driven spectral compressive imaging with spatial-frequency transformer,' European Conference on Computer Vision (ECCV), 2024.

[6] Yuzhe Zhang, jiawei zhang, Hao Li, Zhouxia Wang, Luwei Hou, Dongqing Zou, Liheng Bian*, 'Diffusion-based blind text image super-resolution,' IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024.

[5] Daoyu Li, Lu Li, Bin Li, Liheng Bian*, 'Generalized Imaging Augmentation via Linear Optimization of Neurons,' British Machine Vision Conference (BMVC), 2023.

[4] Xuyang Chang, Rifa Zhao, Shaowei Jiang, Cheng Shen, Guoan Zheng, Changhuei Yang, Liheng Bian*, 'Complex-domain enhancing neural network for large-scale coherent imaging,' Advanced Photonics Nexus, 2023, vol. 2, no. 4, pp. 046006.

        Highlighted by Cover Article.

[3] 【综述】边丽蘅*, 李道钰, 常旭阳, 索津莉*, '大规模计算重建理论与方法,' 激光与光电子学进展, 2022, vol. 60, no. 2, pp. 0200001.

        Highlighted by Cover Article. 被选为封面论文。

[2] 【综述】边丽蘅*, 詹昕蕊, 王华依, 刘海燕, 索津莉*, '单像素高效感知方法概述,' 红外与激光工程, 2022, vol. 51, no. 8, pp. 20220231-1-20220231-20.

[1] Lintao Peng, Chunli Zhu, Liheng Bian*, 'U-shape transformer for underwater image enhancement,' European Conference on Computer Vision (ECCV) workshop, 2022.

Contact

• bian at bit.edu.cn
• Building #4, Beijing Institute of Technology
  Beijing 100081, China