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Photon counting detection is a promising approach toward effectively reducing the radiation dose in x-ray computed tomography (CT). Full CT reconstruction from a fraction of the detected photons required by scintillation-based detectors has…

Medical Physics · Physics 2020-08-24 Zheyuan Zhu , Hsin-Hsiung Huang , Shuo Pang

Cryo-electron tomography (cryo-ET) enables high resolution, three-dimensional reconstruction of biological structures, including membranes and membrane proteins. Identification of regions of interest (ROIs) is central to scientific imaging,…

Computer Vision and Pattern Recognition · Computer Science 2026-02-25 Xingyi Cheng , Julien Maufront , Aurélie Di Cicco , Daniël M. Pelt , Manuela Dezi , Daniel Lévy

Medical image analysis practitioners have embraced big data methodologies. This has created a need for large annotated datasets. The source of big data is typically large image collections and clinical reports recorded for these images. In…

Computer Vision and Pattern Recognition · Computer Science 2018-09-09 Mehdi Moradi , Ali Madani , Yaniv Gur , Yufan Guo , Tanveer Syeda-Mahmood

The automatic analysis of subtle changes between longitudinal MR images is an important task as it is still a challenging issue in scope of the breast medical image processing. In this paper we propose an effective automatic change…

Image and Video Processing · Electrical Eng. & Systems 2021-10-22 Narges Norouzi , Reza Azmi , Nooshin Noshiri , Robab Anbiaee

Breast tissue density is a key biomarker of breast cancer risk and a major factor affecting mammographic sensitivity. However, density assessment currently relies almost exclusively on X-ray mammography, an ionizing imaging modality. This…

Computer Vision and Pattern Recognition · Computer Science 2026-02-03 Siva Teja Kakileti , Geetha Manjunath

Mammography remains the most prevalent imaging tool for early breast cancer screening. The language used to describe abnormalities in mammographic reports is based on the breast Imaging Reporting and Data System (BI-RADS). Assigning a…

Image and Video Processing · Electrical Eng. & Systems 2020-05-12 Said Boumaraf , Xiabi Liu , Chokri Ferkous , Xiaohong Ma

The development of embodied AI systems is increasingly constrained by the availability and structure of physical interaction data. Despite recent advances in vision-language-action (VLA) models, current pipelines suffer from high data…

Robotics · Computer Science 2026-03-24 Xinhai Sun , Xiang Shi , Menglin Zou , Wenlong Huang

I present recent and forthcoming works to model the CALIFA HII region using photoionization models. The first results are obtained with ad-hoc models (combining parameter determination by model fitting and strong line methods) while the…

Astrophysics of Galaxies · Physics 2016-12-14 Christophe Morisset

Medical imaging archives are growing rapidly in both size and resolution, making efficient compression increasingly important for storage and data transfer. Most existing codecs compress full images/volumes(including non-diagnostic…

Computer Vision and Pattern Recognition · Computer Science 2026-04-07 Jiwon Kim , Ikbeom Jang

In this research, we have two serum SELDI (surface-enhanced laser desorption and ionization) mass spectra (MS) datasets to be used to select features amongst them to identify proteomic cancerous serums from normal serums. Features selection…

Machine Learning · Computer Science 2021-05-06 Ahmed Farag Seddik , Hassan Mostafa Ahmed

Encoding the Region Of Interest (ROI) with better quality than the background has many applications including video conferencing systems, video surveillance and object-oriented vision tasks. In this paper, we propose a ROI-based image…

Computer Vision and Pattern Recognition · Computer Science 2023-05-16 Binglin Li , Jie Liang , Haisheng Fu , Jingning Han

Brain tumor MRI segmentation is essential for clinical diagnosis and treatment planning, enabling accurate lesion detection and radiotherapy target delineation. However, tumor lesions occupy only a small fraction of the volumetric space,…

Computer Vision and Pattern Recognition · Computer Science 2026-03-24 Jiacheng Lu , Hui Ding , Shiyu Zhang , Guoping Huo

Mammographic breast density is a well-established risk factor for breast cancer. Recently there has been interest in breast MRI as an adjunct to mammography, as this modality provides an orthogonal and highly quantitative assessment of…

Computer Vision and Pattern Recognition · Computer Science 2025-11-20 Yaqian Chen , Lin Li , Hanxue Gu , Haoyu Dong , Derek L. Nguyen , Allan D. Kirk , Maciej A. Mazurowski , E. Shelley Hwang

In various surgical procedures, regions of interest (ROIs) such as organs or lesions are often occluded by overlying tissues, requiring surgeons to achieve adequate exposure for precise intervention. However, the irregular geometry,…

Robotics · Computer Science 2026-05-19 Jiayi Liu , Kaiqi Wei , Yiwei Wang , Huan Zhao , Han Ding

BACKGROUND: Breast cancer has emerged as one of the most prevalent cancers among women leading to a high mortality rate. Due to the heterogeneous nature of breast cancer, there is a need to identify differentially expressed genes associated…

Machine Learning · Computer Science 2021-11-30 Sheetal Rajpal , Ankit Rajpal , Manoj Agarwal , Naveen Kumar

The histopathological images contain a huge amount of information, which can make diagnosis an extremely timeconsuming and tedious task. In this study, we developed a completely automated system to detect regions of interest (ROIs) in whole…

Image and Video Processing · Electrical Eng. & Systems 2025-04-11 Mohammed Lamine Benomar , Nesma Settouti , Eric Debreuve , Xavier Descombes , Damien Ambrosetti

Recent advances in using quantitative ultrasound (QUS) methods have provided a promising framework to non-invasively and inexpensively monitor or predict the effectiveness of therapeutic cancer responses. One of the earliest steps in using…

Computer Vision and Pattern Recognition · Computer Science 2017-01-16 Mehrdad J. Gangeh , Hamid R. Tizhoosh , Kan Wu , Dun Huang , Hadi Tadayyon , Gregory J. Czarnota

While most steps in the modern object detection methods are learnable, the region feature extraction step remains largely hand-crafted, featured by RoI pooling methods. This work proposes a general viewpoint that unifies existing region…

Computer Vision and Pattern Recognition · Computer Science 2018-03-20 Jiayuan Gu , Han Hu , Liwei Wang , Yichen Wei , Jifeng Dai

Mammography is widely recognized as the most reliable technique for early detection of breast cancers. Automated or semi-automated computerized classification schemes can be very useful in assisting radiologists with a second opinion about…

Medical Physics · Physics 2007-05-23 A. Retico , P. Delogu , M. E. Fantacci , P. Kasae

Breast cancer is the most common cancer among women worldwide. Early-stage diagnosis of breast cancer can significantly improve the efficiency of treatment. Computer-aided diagnosis (CAD) systems are widely adopted in this issue due to…

Image and Video Processing · Electrical Eng. & Systems 2024-10-28 Mohammad Reza Abbasniya , Sayed Ali Sheikholeslamzadeh , Hamid Nasiri , Samaneh Emami
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