Search Results for author: Liheng Bian

Found 18 papers, 2 papers with code

Diffusion-based Blind Text Image Super-Resolution

no code implementations13 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.

Image Generation Image Super-Resolution

Towards Large-scale Single-shot Millimeter-wave Imaging for Low-cost Security Inspection

no code implementations25 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.

Image Reconstruction object-detection +1

Large-scale Global Low-rank Optimization for Computational Compressed Imaging

no code implementations8 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.

Demosaicking Patch Matching

Large-scale single-photon imaging

no code implementations28 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.

Super-Resolution

Scattering-induced entropy boost for highly-compressed optical sensing and encryption

no code implementations16 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.

Image Classification

INFWIDE: Image and Feature Space Wiener Deconvolution Network for Non-blind Image Deblurring in Low-Light Conditions

1 code implementation17 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.

Blind Image Deblurring Image Deblurring

Weighted Encoding Optimization for Dynamic Single-pixel Imaging and Sensing

no code implementations8 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.

Image-free multi-character recognition

no code implementations20 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.

License Plate Detection

U-shape Transformer for Underwater Image Enhancement

2 code implementations23 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.

UIE Underwater Image Restoration

Image-free single-pixel segmentation

no code implementations24 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.

Segmentation Semantic Segmentation

Agile wide-field imaging with selective high resolution

no code implementations9 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.

Vocal Bursts Intensity Prediction

Affine-modeled video extraction from a single motion blurred image

no code implementations8 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.

Retrieval

Large-scale phase retrieval

no code implementations6 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.

8k Retrieval

Non-imaging single-pixel sensing with optimized binary modulation

no code implementations25 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.

General Classification Image Classification

Experimental comparison of single-pixel imaging algorithms

no code implementations11 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.

Compressive Sensing

Fourier ptychographic reconstruction using Poisson maximum likelihood and truncated Wirtinger gradient

no code implementations1 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.

Retrieval

Multi-frame denoising of high speed optical coherence tomography data using inter-frame and intra-frame priors

no code implementations6 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.

Denoising

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