no code implementations • 13 Dec 2023 • Yuzhe Zhang, Jiawei Zhang, Hao Li, Zhouxia Wang, Luwei Hou, Dongqing Zou, Liheng Bian
Since text prior is important to guarantee the correctness of the restored text structure according to existing arts, we also propose a Text Diffusion Model (TDM) for text recognition which can guide IDM to generate text images with correct structures.
no code implementations • 25 May 2023 • Liheng Bian, Daoyu Li, Shuoguang Wang, Chunyang Teng, Huteng Liu, Hanwen Xu, Xuyang Chang, Guoqiang Zhao, Shiyong Li, Jun Zhang
These elements are then sampled based on the ranking, building the experimentally optimal sparse sampling strategy that reduces the cost of antenna array by up to one order of magnitude.
no code implementations • 8 Jan 2023 • Daoyu Li, Hanwen Xu, Miao Cao, Xin Yuan, David J. Brady, Liheng Bian
However, the computational cost has inhibited NLR from seeking global structural similarity, which consequentially keeps it trapped in the tradeoff between accuracy and efficiency and prevents it from high-dimensional large-scale tasks.
no code implementations • 28 Dec 2022 • Liheng Bian, Haoze Song, Lintao Peng, Xuyang Chang, Xi Yang, Roarke Horstmeyer, Lin Ye, Tong Qin, Dezhi Zheng, Jun Zhang
Benefiting from its single-photon sensitivity, single-photon avalanche diode (SPAD) array has been widely applied in various fields such as fluorescence lifetime imaging and quantum computing.
no code implementations • 16 Dec 2022 • Liheng Bian, Xinrui Zhan, Xuyang Chang, Daoyu Li, Rong Yan, Yinuo Zhang, Haowen Ruan, Jun Zhang
In the proposed framework of single-pixel detection, the optical field from a target is first scattered by an optical diffuser and then two-dimensionally modulated by a spatial light modulator.
1 code implementation • 17 Jul 2022 • Zhihong Zhang, Yuxiao Cheng, Jinli Suo, Liheng Bian, Qionghai Dai
In terms of algorithm design, INFWIDE proposes a two-branch architecture, which explicitly removes noise and hallucinates saturated regions in the image space and suppresses ringing artifacts in the feature space, and integrates the two complementary outputs with a subtle multi-scale fusion network for high quality night photograph deblurring.
no code implementations • 8 Jan 2022 • Xinrui Zhan, Liheng Bian, Chunli Zhu, Jun Zhang
While the network is training at a high sampling rate, the modulation patterns and corresponding weights are updated iteratively, which produces optimal ranked encoding series when converged.
no code implementations • 20 Dec 2021 • Huayi Wang, Chunli Zhu, Liheng Bian
The recently developed image-free sensing technique maintains the advantages of both the light hardware and software, which has been applied in simple target classification and motion tracking.
2 code implementations • 23 Nov 2021 • Lintao Peng, Chunli Zhu, Liheng Bian
In this work, we constructed a large-scale underwater image (LSUI) dataset including 5004 image pairs, and reported an U-shape Transformer network where the transformer model is for the first time introduced to the UIE task.
Ranked #1 on Underwater Image Restoration on LSUI
no code implementations • 24 Aug 2021 • Haiyan Liu, Liheng Bian, Jun Zhang
We envision that this image-free segmentation technique can be widely applied in various resource-limited platforms such as UAV and unmanned vehicle that require real-time sensing.
no code implementations • 9 Jun 2021 • Lintao Peng, Liheng Bian, Tiexin Liu, Jun Zhang
In this work, we report an agile wide-field imaging framework with selective high resolution that requires only two detectors.
no code implementations • 31 May 2021 • Xuyang Chang, Liheng Bian, Shaowei Jiang, Guoan Zheng, Jun Zhang
Complex-domain imaging has emerged as a valuable technique for investigating weak-scattered samples.
no code implementations • 8 Apr 2021 • Daoyu Li, Liheng Bian, Jun Zhang
Recovering these sharp video frames from a single blurred image is nontrivial, due to not only its strong ill-posedness, but also various types of complex motion in reality such as rotation and motion in depth.
no code implementations • 6 Apr 2021 • Xuyang Chang, Liheng Bian, Jun Zhang
In computational phase imaging, phase retrieval (PR) is required to reconstruct both amplitude and phase in complex space from intensity-only measurements.
no code implementations • 25 Sep 2019 • Hao Fu, Liheng Bian, Jun Zhang
The conventional high-level sensing techniques require high-fidelity images as input to extract target features, which are produced by either complex imaging hardware or high-complexity reconstruction algorithms.
no code implementations • 11 Jul 2017 • Liheng Bian, Jinli Suo, Qionghai Dai, Feng Chen
Various algorithms have been proposed for SPI reconstruction, including the linear correlation methods, the alternating projection method (AP), and the compressive sensing based methods.
no code implementations • 1 Mar 2016 • Liheng Bian, Jinli Suo, Jaebum Chung, Xiaoze Ou, Changhuei Yang, Feng Chen, Qionghai Dai
Fourier ptychographic microscopy (FPM) is a novel computational coherent imaging technique for high space-bandwidth product imaging.
no code implementations • 6 Dec 2013 • Liheng Bian, Jinli Suo, Feng Chen, Qionghai Dai
Optical coherence tomography (OCT) is an important interferometric diagnostic technique which provides cross-sectional views of the subsurface microstructure of biological tissues.