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Biophotonics is an active research area in molecular imaging, genetic diagnosis and prognosis, with direct applicability in precision medicine. However, long-standing challenges of biophotonics are well known due to low signal-to-noise…

医学物理 · 物理学 2017-10-02 Michael C Lun , Wei Zhang , Yue Zhao , Jeffrey Anker , Wenxiang Cong , Ge Wang , Changqing Li

Generative adversarial networks (GANs) have been successfully used for considerable computer vision tasks, especially the image-to-image translation. However, generators in these networks are of complicated architectures with large number…

计算机视觉与模式识别 · 计算机科学 2019-07-26 Han Shu , Yunhe Wang , Xu Jia , Kai Han , Hanting Chen , Chunjing Xu , Qi Tian , Chang Xu

The last decades are marked by massive and diverse image data, which shows increasingly high resolution and quality. However, some images we obtained may be corrupted, affecting the perception and the application of downstream tasks. A…

计算机视觉与模式识别 · 计算机科学 2023-02-08 Yanbo Wang , Chuming Lin , Donghao Luo , Ying Tai , Zhizhong Zhang , Yuan Xie

Three different computed tomography (CT) reconstruction algorithms: Filtered Back Projection (FBP), Unified Tomographic Reconstruction (UTR) and customized Simultaneous Algebraic Reconstruction Technique (cSART), have been systematically…

We implement a specialized version of our SpeckleNN model for real-time speckle pattern classification in X-ray Single-Particle Imaging (SPI) using the SLAC Neural Network Library (SNL) on an FPGA. This hardware is optimized for inference…

仪器与探测器 · 物理学 2025-02-28 Abhilasha Dave , Cong Wang , James Russell , Ryan Herbst , Jana Thayer

This paper presents a variable bit-width fixed-point fast divider using Goldschmidt division algorithm and Mitchell multiplication algorithm. Described using Verilog HDL and implemented on a Xilinx XC7Z020-2CLG400I FPGA, the proposed…

信号处理 · 电气工程与系统科学 2025-08-22 Jinkun Yang

The initial detection and identification of suspicious lesions and the precise delineation of tumour mar-gins are essential for successful tumour resection, with progression-free survival linked to rates of complete resection. However,…

Chest radiography is climacteric in identifying different pulmonary diseases, yet radiologist workload and inefficiency can lead to misdiagnoses. Automatic, accurate, and efficient segmentation of lung from X-ray images of chest is…

图像与视频处理 · 电气工程与系统科学 2024-12-17 Sharmin Akter

This paper describes a flexible architecture for implementing a new fast computation of the discrete Fourier and Hartley transforms, which is based on a matrix Laurent series. The device calculates the transforms based on a single bit…

数值分析 · 计算机科学 2018-01-26 R. C. de Oliveira , H. M. de Oliveira , R. M. Campello de Souza , E. J. P. Santos

Endoscopy is widely used to diagnose gastric cancer and has a high diagnostic performance, but it must be performed by a physician, which limits the number of people who can be diagnosed. In contrast, gastric X-rays can be taken by…

图像与视频处理 · 电气工程与系统科学 2025-02-06 Hideaki Okamoto , Quan Huu Cap , Takakiyo Nomura , Kazuhito Nabeshima , Jun Hashimoto , Hitoshi Iyatomi

Graph partitioning has been an important tool to partition the work among several processors to minimize the communication cost and balance the workload. While accelerator-based supercomputers are emerging to be the standard, the use of…

分布式、并行与集群计算 · 计算机科学 2021-05-04 Seher Acer , Erik G Boman , Christian A Glusa , Sivasankaran Rajamanickam

The increasing diversity and complexity of transformer workloads at the edge present significant challenges in balancing performance, energy efficiency, and architectural flexibility. This paper introduces NX-CGRA, a programmable hardware…

硬件体系结构 · 计算机科学 2025-11-24 Rohit Prasad

In this paper, we present first-ever optimized hardware implementation of a state-of-the-art neuromorphic approach Histogram of Averaged Time Surfaces (HATS) algorithm to event-based object classification in FPGA for asynchronous time-based…

硬件体系结构 · 计算机科学 2023-09-14 Khushal Sethi , Manan Suri

Magnetic Resonance (MR) images of different modalities can provide complementary information for clinical diagnosis, but whole modalities are often costly to access. Most existing methods only focus on synthesizing missing images between…

计算机视觉与模式识别 · 计算机科学 2020-05-05 Bingyu Xin , Yifan Hu , Yefeng Zheng , Hongen Liao

Recent works demonstrate the advantages of hardware rasterization for 3D Gaussian Splatting (3DGS) in forward-pass rendering through fast GPU-optimized graphics and fixed memory footprint. However, extending these benefits to backward-pass…

图形学 · 计算机科学 2025-08-14 Yitian Yuan , Qianyue He

Convolutional Neural Networks (CNNs) have been utilised in many image and video processing applications. The convolution operator, also known as a spatial filter, is usually a linear operation, but this linearity compromises essential…

硬件体系结构 · 计算机科学 2024-09-10 Nelson Campos , Eran Edirisinghe , Salva Chesnokov , Daniel Larkin

Transformer-based large language models (LLMs) rely heavily on intensive matrix multiplications for attention and feed-forward layers, with the Q, K, and V linear projections in the Multi-Head Self-Attention (MHA) module constituting a…

硬件体系结构 · 计算机科学 2025-05-22 Richie Li , Sicheng Chen

Photonic neuromorphic computing offers compelling advantages in power efficiency and parallel processing, but often falls short in realizing scalable nonlinearity and long-term memory. We overcome these limitations by employing silicon…

光学 · 物理学 2025-09-16 Alessandro Foradori , Alessio Lugnan , Lorenzo Pavesi , Peter Bienstman

Reconfigurable devices, such as Field Programmable Gate Arrays (FPGAs), have been witnessing a considerable increase in density. State-of-the-art FPGAs are complex hybrid devices that contain up to several millions of gates. Recently,…

分布式、并行与集群计算 · 计算机科学 2019-04-12 Issam Damaj

A hybrid pixel detector based on the concept of simultaneous charge integration and photon counting will be presented. The second generation of a counting and integrating X-ray prototype CMOS chip (CIX) has been operated with different…

仪器与探测器 · 物理学 2009-11-13 H. Krüger , J. Fink , E. Kraft , N. Wermes , P. Fischer , I. Peric , C. Herrmann , M. Overdick , W. Rütten