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Breast cancer screening with mammography remains central to early detection and mortality reduction. Deep learning has shown strong potential for automating mammogram interpretation, yet limited-resolution datasets and small sample sizes…

Computer Vision and Pattern Recognition · Computer Science 2025-10-07 Farbod Bigdeli , Mohsen Mohammadagha , Ali Bigdeli

Biometrics authentication is an effective method for automatically recognizing individuals. The authentication consists of an enrollment phase and an identification or verification phase. In the stages of enrollment known (training) samples…

Computer Vision and Pattern Recognition · Computer Science 2013-12-30 Kasturika B. Ray

The vast volume of medical image data necessitates efficient compression techniques to support remote healthcare services. This paper explores Region of Interest (ROI) coding to address the balance between compression rate and image…

Image and Video Processing · Electrical Eng. & Systems 2025-01-07 Utkarsh Prakash Srivastava , Toshiaki Fujii

In this paper, an automatic seeded region growing algorithm is proposed for cellular image segmentation. First, the regions of interest (ROIs) extracted from the preprocessed image. Second, the initial seeds are automatically selected based…

Computer Vision and Pattern Recognition · Computer Science 2014-12-15 Mohammed M. Abdelsamea

The sheer volume and size of histopathological images (e.g.,10^6 MPixel) underscores the need for faster and more accurate Regions-of-interest (ROI) detection algorithms. In this paper, we propose such an algorithm, which has four main…

Computer Vision and Pattern Recognition · Computer Science 2017-04-10 Li Sulimowicz , Ishfaq Ahmad

Ultrasound image diagnosis of breast tumors has been widely used in recent years. However, there are some problems of it, for instance, poor quality, intense noise and uneven echo distribution, which has created a huge obstacle to…

Computer Vision and Pattern Recognition · Computer Science 2019-11-26 Zhihao Fang , Wanyi Zhang , He Ma

Purpose Automated detection of region of interest (ROI) is a critical step for many medical image applications such as heart ROIs detection in perfusion MRI images, lung boundary detection in chest X-rays, and femoral head detection in…

Image and Video Processing · Electrical Eng. & Systems 2021-03-03 Feng-Yu Liu , Chih-Chi Chen , Shann-Ching Chen , Chien-Hung Liao

An advanced reliable low-cost form of screening method, Digital mammography has been used as an effective imaging method for breast cancer detection. With an increased focus on technologies to aid healthcare, Mammogram images have been…

Image and Video Processing · Electrical Eng. & Systems 2022-03-09 Marawan Elbatel

Quantitative ultrasound (QUS) methods provide a promising framework that can non-invasively and inexpensively be used to predict or assess the tumour response to cancer treatment. The first step in using the QUS methods is to select a…

Computer Vision and Pattern Recognition · Computer Science 2016-02-09 Hamid R. Tizhoosh , Mehrdad J. Gangeh , Hadi Tadayyon , Gregory J. Czarnota

Video analytics demand substantial computing resources, posing significant challenges in computing resource-constrained environment. In this paper, to achieve high accuracy with acceptable computational workload, we propose a cost-effective…

Multimedia · Computer Science 2025-04-01 Chengzhi Wang , Peng Yang

Region of Interest (ROI)-based image compression optimizes bit allocation by prioritizing ROI for higher-quality reconstruction. However, as the users (including human clients and downstream machine tasks) become more diverse, ROI-based…

Computer Vision and Pattern Recognition · Computer Science 2025-07-04 Jian Jin , Fanxin Xia , Feng Ding , Xinfeng Zhang , Meiqin Liu , Yao Zhao , Weisi Lin , Lili Meng

A good segmentation result depends on a set of "correct" choice for the seeds. When the input images are noisy, the seeds may fall on atypical pixels that are not representative of the region statistics. This can lead to erroneous…

Computer Vision and Pattern Recognition · Computer Science 2014-07-15 Mohammed M. Abdelsamea

Breast cancer is considered as one of a major health problem that constitutes the strongest cause behind mortality among women in the world. So, in this decade, breast cancer is the second most common type of cancer, in term of appearance…

Computer Vision and Pattern Recognition · Computer Science 2011-09-02 Atef Boujelben , Hedi Tmar , Jameleddine Mnif , Mohamed Abid

With the widespread use of the internet, there is an increasing need to ensure the security and privacy of transmitted data. This has led to an intensified focus on the study of video steganography, which is a technique that hides data…

Image and Video Processing · Electrical Eng. & Systems 2025-08-20 Nizheen A. Ali , Ramadhan J. Mstafa

Breast cancer is one of the leading causes of death for women worldwide. Early screening is essential for early identification, but the chance of survival declines as the cancer progresses into advanced stages. For this study, the most…

Computer Vision and Pattern Recognition · Computer Science 2023-11-27 Fahad Ahmed , Reem Abdel-Salam , Leon Hamnett , Mary Adewunmi , Temitope Ayano

Images with abnormal brain anatomy produce problems for automatic segmentation techniques, and as a result poor ROI detection affects both quantitative measurements and visual assessment of perfusion data. This paper presents a new approach…

Image and Video Processing · Electrical Eng. & Systems 2019-02-19 Svitlana M Alkhimova

Rapid growth in the development of medical imaging analysis technology has been propelled by the great interest in improving computer-aided diagnosis and detection (CAD) systems for three popular image visualization tasks: classification,…

Computer Vision and Pattern Recognition · Computer Science 2022-03-03 Manu Goyal , Moi Hoon Yap , Saeed Hassanpour

This paper introduces ROI-Packing, an efficient image compression method tailored specifically for machine vision. By prioritizing regions of interest (ROI) critical to end-task accuracy and packing them efficiently while discarding less…

Computer Vision and Pattern Recognition · Computer Science 2025-12-16 Md Eimran Hossain Eimon , Alena Krause , Ashan Perera , Juan Merlos , Hari Kalva , Velibor Adzic , Borko Furht

In clinical practice, human radiologists actually review medical images with high resolution monitors and zoom into region of interests (ROIs) for a close-up examination. Inspired by this observation, we propose a hierarchical graph neural…

Image and Video Processing · Electrical Eng. & Systems 2019-12-17 Hao Du , Jiashi Feng , Mengling Feng

Region-of-Interest (ROI) tomography aims at reconstructing a region of interest $C$ inside a body using only x-ray projections intersecting $C$ with the goal to reduce overall radiation exposure when only a small specific region of the body…

Mathematical Physics · Physics 2016-03-23 Robert Azencott , Bernhard G. Bodmann , Tasadduk Chowdhury , Demetrio Labate , Anando Sen , Daniel Vera
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