Fast zero-shot deep learning-based denoising method for low-field MR images.

Authors: Ayde R; Center for Adaptable MRI Technology, School of Medicine, Medical Sciences and Nutrition, University of Aberdeen, Aberdeen, UK. reina.ayde@gmail.com.; Department of Radiology, University of Michigan, Ann Arbor, USA. reina.ayde@gmail.com., Zihlmann G; Center for Adaptable MRI Technology, School of Medicine, Medical Sciences and Nutrition, University of Aberdeen, Aberdeen, UK., Salameh N; Center for Adaptable MRI Technology, School of Medicine, Medical Sciences and Nutrition, University of Aberdeen, Aberdeen, UK., Sarracanie M; Center for Adaptable MRI Technology, School of Medicine, Medical Sciences and Nutrition, University of Aberdeen, Aberdeen, UK.

Source: Magma (New York, N.Y.) [MAGMA] 2026 Aug; Vol. 39 (4), pp. 531-544. Date of Electronic Publication: 2025 Dec 22.

Publication Type: Journal Article

Journal Info: Publisher: Springer Country of Publication: Germany NLM ID: 9310752 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1352-8661 (Electronic) Linking ISSN: 09685243 NLM ISO Abbreviation: MAGMA Subsets: MEDLINE

MeSH Terms: Magnetic Resonance Imaging*/methods , Image Processing, Computer-Assisted*/methods , Deep Learning*, Brain/diagnostic imaging ; Image Enhancement/methods ; Image Interpretation, Computer-Assisted/methods ; Humans ; Signal-To-Noise Ratio ; Algorithms

Deep-Learning-Based Image Reconstruction to Improve End-Diastolic and Systolic Cardiac T1 Mapping.

Authors: Amsel D; Medical Image and Data Analysis (MIDAS.lab), Department of Diagnostic and Interventional Radiology, University of Tuebingen, Tuebingen, Germany.; Research & Clinical Translation, Magnetic Resonance, Siemens Healthineers AG, Erlangen, Germany., Wetzl J; Research & Clinical Translation, Magnetic Resonance, Siemens Healthineers AG, Erlangen, Germany., Giese D; Research & Clinical Translation, Magnetic Resonance, Siemens Healthineers AG, Erlangen, Germany., Tillmanns C; Diagnostikum, Berlin, Germany., Gebker R; Diagnostikum, Berlin, Germany., Chow K; Cardiovascular MR R&D, Siemens Healthcare Ltd, Calgary, Canada., Schmidt M; Research & Clinical Translation, Magnetic Resonance, Siemens Healthineers AG, Erlangen, Germany., Lingg A; Department of Radiology, University Hospital Tuebingen, Tuebingen, Germany., Kübler J; Department of Radiology, University Hospital Tuebingen, Tuebingen, Germany., Krumm P; Department of Radiology, University Hospital Tuebingen, Tuebingen, Germany., Küstner T; Medical Image and Data Analysis (MIDAS.lab), Department of Diagnostic and Interventional Radiology, University of Tuebingen, Tuebingen, Germany.

Source: Magnetic resonance in medicine [Magn Reson Med] 2026 Aug; Vol. 96 (2), pp. 892-907. Date of Electronic Publication: 2026 Mar 19.

Publication Type: Journal Article

Journal Info: Publisher: Wiley Country of Publication: United States NLM ID: 8505245 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1522-2594 (Electronic) Linking ISSN: 07403194 NLM ISO Abbreviation: Magn Reson Med Subsets: MEDLINE

MeSH Terms: Image Processing, Computer-Assisted*/methods , Heart*/diagnostic imaging , Magnetic Resonance Imaging*/methods , Deep Learning*, Image Interpretation, Computer-Assisted/methods ; Humans ; Systole ; Algorithms ; Diastole ; Retrospective Studies ; Prospective Studies

A Systematic Review: The Application of Attention Mechanisms in Medical Ultrasound Image Processing.

Authors: Feng W; The College of Artificial Intelligence, Nankai University, Tianjin, China., Sun S; The School of Biomedical Engineering and Technology, Tianjin Medical University, Tianjin, China., Xue Z; The School of Biomedical Engineering and Technology, Tianjin Medical University, Tianjin, China., Shi Y; Henan Provincial People's Hospital, Yudong Branch, Minquan People's Hospital, Shangqiu, China., Chen G; The School of Biomedical Engineering and Technology, Tianjin Medical University, Tianjin, China. Electronic address: cgp@mail.nankia.edu.cn.

Source: Ultrasound in medicine & biology [Ultrasound Med Biol] 2026 Aug; Vol. 52 (8), pp. 1415-1428. Date of Electronic Publication: 2026 May 08.

Publication Type: Journal Article; Systematic Review; Review

Journal Info: Publisher: Pergamon Press Country of Publication: England NLM ID: 0410553 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-291X (Electronic) Linking ISSN: 03015629 NLM ISO Abbreviation: Ultrasound Med Biol Subsets: MEDLINE

MeSH Terms: Image Processing, Computer-Assisted*/methods , Image Interpretation, Computer-Assisted*/methods , Deep Learning*, Ultrasonography/methods ; Humans

Multi-label Ensemble Model for Knee Joint Anatomy and Lesion Segmentation: Segmentation of Clinical Images With Ensembling, Morphology, and Attention (SCEMA).

Authors: Yu AS; Program of Advanced Musculoskeletal Imaging, Cleveland Clinic, Cleveland, Ohio, USA.; Department of Biomedical Engineering, Cleveland Clinic, Cleveland, Ohio, USA.; Department of Computer and Data Sciences, Case Western Reserve University, Cleveland, Ohio, USA., Yang M; Program of Advanced Musculoskeletal Imaging, Cleveland Clinic, Cleveland, Ohio, USA.; Department of Biomedical Engineering, Cleveland Clinic, Cleveland, Ohio, USA., Nakamura K; Program of Advanced Musculoskeletal Imaging, Cleveland Clinic, Cleveland, Ohio, USA.; Department of Biomedical Engineering, Cleveland Clinic, Cleveland, Ohio, USA., Lartey R; Program of Advanced Musculoskeletal Imaging, Cleveland Clinic, Cleveland, Ohio, USA.; Department of Biomedical Engineering, Cleveland Clinic, Cleveland, Ohio, USA., Tosun S; Program of Advanced Musculoskeletal Imaging, Cleveland Clinic, Cleveland, Ohio, USA.; Department of Biomedical Engineering, Cleveland Clinic, Cleveland, Ohio, USA.; Department of Diagnostic Radiology, Cleveland Clinic, Cleveland, Ohio, USA., Subhas N; Program of Advanced Musculoskeletal Imaging, Cleveland Clinic, Cleveland, Ohio, USA.; Department of Diagnostic Radiology, Cleveland Clinic, Cleveland, Ohio, USA., Winalski C; Program of Advanced Musculoskeletal Imaging, Cleveland Clinic, Cleveland, Ohio, USA.; Department of Biomedical Engineering, Cleveland Clinic, Cleveland, Ohio, USA.; Department of Diagnostic Radiology, Cleveland Clinic, Cleveland, Ohio, USA., Chaudhary V; Department of Computer and Data Sciences, Case Western Reserve University, Cleveland, Ohio, USA., Li X; Program of Advanced Musculoskeletal Imaging, Cleveland Clinic, Cleveland, Ohio, USA.; Department of Biomedical Engineering, Cleveland Clinic, Cleveland, Ohio, USA.; Department of Diagnostic Radiology, Cleveland Clinic, Cleveland, Ohio, USA.

Source: Magnetic resonance in medicine [Magn Reson Med] 2026 Aug; Vol. 96 (2), pp. 918-927. Date of Electronic Publication: 2026 Mar 31.

Publication Type: Journal Article

Journal Info: Publisher: Wiley Country of Publication: United States NLM ID: 8505245 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1522-2594 (Electronic) Linking ISSN: 07403194 NLM ISO Abbreviation: Magn Reson Med Subsets: MEDLINE

MeSH Terms: Knee Joint*/diagnostic imaging , Osteoarthritis, Knee*/diagnostic imaging , Image Processing, Computer-Assisted*/methods , Magnetic Resonance Imaging*, Bone Marrow/diagnostic imaging ; Cartilage, Articular/diagnostic imaging ; Image Interpretation, Computer-Assisted/methods ; Edema/diagnostic imaging ; Humans ; Algorithms ; Reproducibility of Results ; Ensemble Learning

A software based, minimally invasive validated image processing approach for the visualization of blood flow dynamics in mice.

Authors: İnan T; TOBB University of Economics and Technology, Department of Artificial Intelligence Engineering, Ankara, Turkiye. Electronic address: tinan@etu.edu.tr., Doğru MT; Kırıkkale University Faculty of Medicine, Department of Cardiology, Kırıkkale, Turkiye. Electronic address: mtolgadogru@kku.edu.tr., Sara MY; Hacettepe University Faculty of Medicine, Department of Medical Pharmacology, Ankara, Turkiye; Neuroscience and Neurotechnology Center of Excellence (NÖROM), Ankara, Turkiye. Electronic address: ysara@hacettepe.edu.tr., Bolay Belen H; Neuroscience and Neurotechnology Center of Excellence (NÖROM), Ankara, Turkiye; Gazi University Faculty of Medicine, Department of Neurology and Algology, Ankara, Turkiye; Gazi University, Neuropsychiatry Center, Ankara, Turkiye. Electronic address: hbolay@gazi.edu.tr., Dileköz E; Neuroscience and Neurotechnology Center of Excellence (NÖROM), Ankara, Turkiye; Gazi University, Neuropsychiatry Center, Ankara, Turkiye; Gazi University Faculty of Medicine, Department of Medical Pharmacology, Ankara, Turkiye. Electronic address: edilekoz@gazi.edu.tr.

Source: Journal of neuroscience methods [J Neurosci Methods] 2026 Jul; Vol. 431, pp. 110747. Date of Electronic Publication: 2026 Mar 19.

Publication Type: Journal Article

Journal Info: Publisher: Elsevier/North-Holland Biomedical Press Country of Publication: Netherlands NLM ID: 7905558 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1872-678X (Electronic) Linking ISSN: 01650270 NLM ISO Abbreviation: J Neurosci Methods Subsets: MEDLINE

MeSH Terms: Cerebrovascular Circulation*/physiology , Image Processing, Computer-Assisted*/methods , Brain*/blood supply , Brain*/physiology , Software*, Laser-Doppler Flowmetry/methods ; Heart Rate/physiology ; Animals ; Mice ; Mice, Inbred C57BL ; Male ; Neural Networks, Computer

Rosette Cardiac MR Fingerprinting for Simultaneous T1, T2, ... , and Fat Fraction Mapping Using a Multi-Echo Deep Image Prior Reconstruction.

Authors: Cummings E; Radiology, University of Michigan, Ann Arbor, Michigan, USA.; Biomedical Engineering, University of Michigan, Ann Arbor, Michigan, USA., Cruz G; Radiology, University of Michigan, Ann Arbor, Michigan, USA., Richardson J; Radiology, University of Michigan, Ann Arbor, Michigan, USA., Kaplan S; Radiology, University of Michigan, Ann Arbor, Michigan, USA.; Biomedical Engineering, University of Michigan, Ann Arbor, Michigan, USA., Hamilton J; Radiology, University of Michigan, Ann Arbor, Michigan, USA.; Biomedical Engineering, University of Michigan, Ann Arbor, Michigan, USA., Seiberlich N; Radiology, University of Michigan, Ann Arbor, Michigan, USA.; Biomedical Engineering, University of Michigan, Ann Arbor, Michigan, USA.

Source: Magnetic resonance in medicine [Magn Reson Med] 2026 Jun; Vol. 95 (6), pp. 3284-3297. Date of Electronic Publication: 2026 Feb 09.

Publication Type: Journal Article

Journal Info: Publisher: Wiley Country of Publication: United States NLM ID: 8505245 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1522-2594 (Electronic) Linking ISSN: 07403194 NLM ISO Abbreviation: Magn Reson Med Subsets: MEDLINE

MeSH Terms: Heart*/diagnostic imaging , Image Processing, Computer-Assisted*/methods , Magnetic Resonance Imaging*/methods , Adipose Tissue*/diagnostic imaging, Myocardium/pathology ; Image Interpretation, Computer-Assisted/methods ; Humans ; Phantoms, Imaging ; Algorithms ; Female ; Adult ; Male ; Deep Learning ; Reproducibility of Results

Evaluation of Image-Level Harmonization Methods for Multi-Center MR Neuroimaging.

Authors: Ho BC; Department of Radiology, Stanford University, Stanford, California, USA., Kim D; Department of Radiology, Stanford University, Stanford, California, USA., Kumar A; Department of Radiology, Stanford University, Stanford, California, USA., Weiss S; Department of Neurology and Neurological Sciences, Stanford University, Stanford, California, USA., Vossler H; Department of Neurology and Neurological Sciences, Stanford University, Stanford, California, USA., Mormino E; Department of Neurology and Neurological Sciences, Stanford University, Stanford, California, USA., Zaharchuk G; Department of Radiology, Stanford University, Stanford, California, USA.

Corporate Authors: Alzheimer's Disease Neuroimaging Initiative

Source: Journal of magnetic resonance imaging : JMRI [J Magn Reson Imaging] 2026 May; Vol. 63 (5), pp. 1257-1269. Date of Electronic Publication: 2026 Jan 05.

Publication Type: Journal Article; Multicenter Study

Journal Info: Publisher: Wiley-Liss Country of Publication: United States NLM ID: 9105850 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1522-2586 (Electronic) Linking ISSN: 10531807 NLM ISO Abbreviation: J Magn Reson Imaging Subsets: MEDLINE

MeSH Terms: Magnetic Resonance Imaging*/methods , Neuroimaging*/methods , Alzheimer Disease*/diagnostic imaging , Image Processing, Computer-Assisted*/methods, Brain/diagnostic imaging ; White Matter/diagnostic imaging ; Image Interpretation, Computer-Assisted/methods ; Gray Matter/diagnostic imaging ; Humans ; Retrospective Studies ; Male ; Female ; Aged ; Deep Learning ; Aged, 80 and over ; Reproducibility of Results ; Algorithms

Mosquito Species and Gender Identification System Based on Artificial Intelligence and Image Processing Methods.

Authors: Wu FH; Department of Computer Science and Information Engineering, National Taichung University of Science and Technology, Taichung, Taiwan.; Bachelor Degree Program of Artificial Intelligence, National Taichung University of Science and Technology, Taichung, Taiwan., Lin CH; Department of Computer Science and Information Engineering, National Taichung University of Science and Technology, Taichung, Taiwan., Zhang XY; Department of Management Information Systems, National Chung Hsing University, Taichung, Taiwan., Peng CT; Department of Digital Content Design, Ling Tung University, Taichung, Taiwan., Tseng KC; Yao-Chi Pest Control Operation Limited Company, Taichung, Taiwan., Liu CK; Department of Artificial Intelligence and Computer Engineering, National Chin-Yi University of Technology, Taichung, Taiwan., Chu SW; Department of Artificial Intelligence and Computer Engineering, National Chin-Yi University of Technology, Taichung, Taiwan., Chen YY; Department of Management Information Systems, National Chung Hsing University, Taichung, Taiwan., Tu WC; Department of Entomology, National Chung Hsing University, Taichung, Taiwan., Chan YK; Department of Management Information Systems, National Chung Hsing University, Taichung, Taiwan.

Source: Journal of computational biology : a journal of computational molecular cell biology [J Comput Biol] 2026 Sep; Vol. 33 (9), pp. 888-912. Date of Electronic Publication: 2026 Jul 06.

Publication Type: Journal Article

Journal Info: Publisher: Mary Ann Liebert, Inc Country of Publication: United States NLM ID: 9433358 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1557-8666 (Electronic) Linking ISSN: 10665277 NLM ISO Abbreviation: J Comput Biol Subsets: MEDLINE

MeSH Terms: Culicidae*/classification , Image Processing, Computer-Assisted*/methods , Mosquito Vectors*/classification , Artificial Intelligence*, Animals ; Female ; Male ; Algorithms

Measuring spray droplet size under unmanned aerial spraying system (UASS) downwash airflow using an image-processing-based liquid immersion method.

Authors: Li Y; College of Science, China Agricultural University, Beijing, China.; College of Agricultural Unmanned System, China Agricultural University, Beijing, China.; Centre for Chemicals Application Technology, China Agricultural University, Beijing, China., Wang Z; Intelligent Equipment Research Center, Beijing Academy of Agriculture and Forestry Sciences, Beijing, China., Qi P; College of Agricultural Unmanned System, China Agricultural University, Beijing, China.; Shandong Academy of Agricultural Machinery Sciences, Jinan, China., Feng X; College of Science, China Agricultural University, Beijing, China., Yang M; College of Science, China Agricultural University, Beijing, China.; College of Agricultural Unmanned System, China Agricultural University, Beijing, China.; Centre for Chemicals Application Technology, China Agricultural University, Beijing, China., Zhu Z; College of Science, China Agricultural University, Beijing, China.; College of Agricultural Unmanned System, China Agricultural University, Beijing, China.; Centre for Chemicals Application Technology, China Agricultural University, Beijing, China., Su L; College of Science, China Agricultural University, Beijing, China.; College of Agricultural Unmanned System, China Agricultural University, Beijing, China.; Centre for Chemicals Application Technology, China Agricultural University, Beijing, China., He X; College of Science, China Agricultural University, Beijing, China.; College of Agricultural Unmanned System, China Agricultural University, Beijing, China.; Centre for Chemicals Application Technology, China Agricultural University, Beijing, China., Wang C; College of Science, China Agricultural University, Beijing, China.; College of Agricultural Unmanned System, China Agricultural University, Beijing, China.; Centre for Chemicals Application Technology, China Agricultural University, Beijing, China.

Source: Pest management science [Pest Manag Sci] 2026 May; Vol. 82 (5), pp. 4875-4890. Date of Electronic Publication: 2026 Feb 03.

Publication Type: Journal Article

Journal Info: Publisher: Published for SCI by Wiley Country of Publication: England NLM ID: 100898744 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1526-4998 (Electronic) Linking ISSN: 1526498X NLM ISO Abbreviation: Pest Manag Sci Subsets: MEDLINE

MeSH Terms: Image Processing, Computer-Assisted*/methods , Unmanned Aerial Devices*, Particle Size

Ultra-rapid cryo-EM data acquisition method enabled by continuous recording based beam image shift.

Authors: Yang Q; State Key Laboratory of Biomacromolecules, Institute of Biophysics, Chinese Academy of Sciences, Beijing, China.; University of Chinese Academy of Sciences, Beijing, China., Huang X; Center for Biological Imaging, Core Facilities for Protein Science, Institute of Biophysics, Chinese Academy of Sciences, Beijing, China.; National Multi-mode Trans-scale Biomedical Imaging Center, Beijing, China.; Interdisciplinary Center for Biointelligence, Institute of Biophysics, Chinese Academy of Sciences, Beijing, China., Wu C; State Key Laboratory of Biomacromolecules, Institute of Biophysics, Chinese Academy of Sciences, Beijing, China., Zeng Y; Center for Biological Imaging, Core Facilities for Protein Science, Institute of Biophysics, Chinese Academy of Sciences, Beijing, China.; National Multi-mode Trans-scale Biomedical Imaging Center, Beijing, China.; Interdisciplinary Center for Biointelligence, Institute of Biophysics, Chinese Academy of Sciences, Beijing, China., Zhang X; State Key Laboratory of Biomacromolecules, Institute of Biophysics, Chinese Academy of Sciences, Beijing, China. xzzhang@ibp.ac.cn.; University of Chinese Academy of Sciences, Beijing, China. xzzhang@ibp.ac.cn.

Source: Nature communications [Nat Commun] 2026 Jun 12; Vol. 17 (1). Date of Electronic Publication: 2026 Jun 12.

Publication Type: Journal Article

Journal Info: Publisher: Nature Pub. Group Country of Publication: England NLM ID: 101528555 Publication Model: Electronic Cited Medium: Internet ISSN: 2041-1723 (Electronic) Linking ISSN: 20411723 NLM ISO Abbreviation: Nat Commun Subsets: MEDLINE

MeSH Terms: Cryoelectron Microscopy*/methods , Cryoelectron Microscopy*/instrumentation , Image Processing, Computer-Assisted*/methods, Imaging, Three-Dimensional/methods ; Electron Microscope Tomography/methods ; Software

Advanced image processing and pattern-matching algorithms assisted enzyme/hydrogel platform for dual-signal detection of glucose.

Authors: Wang Y; The Wenzhou Third Clinical Institute Affiliated to Wenzhou Medical University/ Wenzhou Maternal and Child Health Care Hospital / Wenzhou People's Hospital, Wenzhou, 325000, China., Liang Z; Center for Advanced Measurement Science, Mass Spectrometry Engineering Technology Research Center, National Institute of Metrology, Beijing, 100029, China., Xu H; The Wenzhou Third Clinical Institute Affiliated to Wenzhou Medical University/ Wenzhou Maternal and Child Health Care Hospital / Wenzhou People's Hospital, Wenzhou, 325000, China., Wang Y; The Wenzhou Third Clinical Institute Affiliated to Wenzhou Medical University/ Wenzhou Maternal and Child Health Care Hospital / Wenzhou People's Hospital, Wenzhou, 325000, China., Qu W; The Wenzhou Third Clinical Institute Affiliated to Wenzhou Medical University/ Wenzhou Maternal and Child Health Care Hospital / Wenzhou People's Hospital, Wenzhou, 325000, China., Hu Y; The Wenzhou Third Clinical Institute Affiliated to Wenzhou Medical University/ Wenzhou Maternal and Child Health Care Hospital / Wenzhou People's Hospital, Wenzhou, 325000, China., Chen K; The Wenzhou Third Clinical Institute Affiliated to Wenzhou Medical University/ Wenzhou Maternal and Child Health Care Hospital / Wenzhou People's Hospital, Wenzhou, 325000, China., Peng T; Center for Advanced Measurement Science, Mass Spectrometry Engineering Technology Research Center, National Institute of Metrology, Beijing, 100029, China. Electronic address: pengtao@nim.ac.cn., Li X; The Wenzhou Third Clinical Institute Affiliated to Wenzhou Medical University/ Wenzhou Maternal and Child Health Care Hospital / Wenzhou People's Hospital, Wenzhou, 325000, China. Electronic address: wzslixq@163.com., Wu L; Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China. Electronic address: wulidong@dicp.ac.cn.

Source: Talanta [Talanta] 2026 Jun 01; Vol. 303, pp. 129484. Date of Electronic Publication: 2026 Jan 29.

Publication Type: Journal Article

Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 2984816R Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1873-3573 (Electronic) Linking ISSN: 00399140 NLM ISO Abbreviation: Talanta Subsets: MEDLINE

MeSH Terms: Biosensing Techniques*/methods , Hydrogels*/chemistry , Glucose*/analysis , Image Processing, Computer-Assisted*/methods , Blood Glucose*/analysis, Glucose Oxidase/chemistry ; Horseradish Peroxidase/chemistry ; Alginates/chemistry ; Colorimetry/methods ; Gold/chemistry ; Serum Albumin, Bovine/chemistry ; Metal Nanoparticles/chemistry ; Enzymes, Immobilized/chemistry ; Hexuronic Acids/chemistry ; Algorithms ; Humans ; Animals ; Cattle ; Female ; Pregnancy ; Limit of Detection

Hyperspectral image processing techniques for environmental monitoring: a comprehensive review.

Authors: Lekha PS; Siddhartha Academy of Higher Education Deemed to Be University, Vijayawada, Andhra Pradesh, 520007, India. 24edp13012@vrsec.ac.in., Sirisha BL; Siddhartha Academy of Higher Education Deemed to Be University, Vijayawada, Andhra Pradesh, 520007, India.

Source: Environmental monitoring and assessment [Environ Monit Assess] 2026 Jun 27; Vol. 198 (7). Date of Electronic Publication: 2026 Jun 27.

Publication Type: Journal Article; Review

Journal Info: Publisher: Springer Country of Publication: Netherlands NLM ID: 8508350 Publication Model: Electronic Cited Medium: Internet ISSN: 1573-2959 (Electronic) Linking ISSN: 01676369 NLM ISO Abbreviation: Environ Monit Assess Subsets: MEDLINE

MeSH Terms: Environmental Monitoring*/methods , Hyperspectral Imaging*/methods , Remote Sensing Technology* , Image Processing, Computer-Assisted*

Comparative analysis of adaptive statistical iterative reconstruction-V (ASiR-V) and non-ASiR-V performance in dose optimization and image quality: a pediatric phantom study.

Authors: Rachmawatie NE; Department of Physics, Sepuluh Nopember Institute of Technology, Surabaya, Indonesia., Fatonah N; Department of Physics, Sepuluh Nopember Institute of Technology, Surabaya, Indonesia., Firdaus MH; Department of Physics, Sepuluh Nopember Institute of Technology, Surabaya, Indonesia., Hariyanto AP; Department of Physics, Sepuluh Nopember Institute of Technology, Surabaya, Indonesia., Endarko E; Department of Physics, Sepuluh Nopember Institute of Technology, Surabaya, Indonesia.

Source: Biomedical physics & engineering express [Biomed Phys Eng Express] 2026 Jul 01; Vol. 12 (4). Date of Electronic Publication: 2026 Jul 01.

Publication Type: Journal Article; Comparative Study

Journal Info: Publisher: IOP Publishing Ltd Country of Publication: England NLM ID: 101675002 Publication Model: Electronic Cited Medium: Internet ISSN: 2057-1976 (Electronic) Linking ISSN: 20571976 NLM ISO Abbreviation: Biomed Phys Eng Express Subsets: MEDLINE

MeSH Terms: Tomography, X-Ray Computed*/methods , Image Processing, Computer-Assisted*/methods , Radiography, Thoracic*/methods , Phantoms, Imaging* , Radiation Dosage*, Radiographic Image Interpretation, Computer-Assisted/methods ; Lung/diagnostic imaging ; Humans ; Child ; Child, Preschool ; Infant ; Algorithms ; Signal-To-Noise Ratio

YoloSeg: You only label once for medical image segmentation.

Authors: Zhang M; Ningbo Key Laboratory of Biomedical Imaging Probe Materials and Technology, Ningbo Institute of Materials Technology and Engineering, Chinese Academy of Sciences, Ningbo, China; University of Chinese Academy of Sciences, Beijing, China., Gu Y; Ningbo Key Laboratory of Biomedical Imaging Probe Materials and Technology, Ningbo Institute of Materials Technology and Engineering, Chinese Academy of Sciences, Ningbo, China. Electronic address: guyuanyuan@nimte.ac.cn., Wang M; Institute of High Performance Computing, A*STAR, Singapore., Mou L; Ningbo Key Laboratory of Biomedical Imaging Probe Materials and Technology, Ningbo Institute of Materials Technology and Engineering, Chinese Academy of Sciences, Ningbo, China., Zhang J; Department of Radiology, Ningbo No. 2 Hospital, Wenzhou Medical University, Ningbo, China. Electronic address: jingfeng.zhang@163.com., Zhao Y; Ningbo Key Laboratory of Biomedical Imaging Probe Materials and Technology, Ningbo Institute of Materials Technology and Engineering, Chinese Academy of Sciences, Ningbo, China. Electronic address: yitian.zhao@nimte.ac.cn.

Source: Medical image analysis [Med Image Anal] 2026 Jul; Vol. 112, pp. 104093. Date of Electronic Publication: 2026 Apr 21.

Publication Type: Journal Article; Research Support, Non-U.S. Gov't

Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 9713490 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1361-8423 (Electronic) Linking ISSN: 13618415 NLM ISO Abbreviation: Med Image Anal Subsets: MEDLINE

MeSH Terms: Image Processing, Computer-Assisted*/methods , Software*, Image Interpretation, Computer-Assisted/methods ; Humans ; Algorithms ; Detection Algorithms

SMDRnet: Saliency multiscale dense residual network for multimodal medical image fusion.

Authors: Fu J; School of Information Engineering, Zunyi Normal University, Zunyi, Guizhou, 563006, China. Electronic address: jeffsonfu@126.com., Yang J; School of Information Engineering, Zunyi Normal University, Zunyi, Guizhou, 563006, China., Ge G; School of Information Engineering, Zunyi Normal University, Zunyi, Guizhou, 563006, China.

Source: Applied radiation and isotopes : including data, instrumentation and methods for use in agriculture, industry and medicine [Appl Radiat Isot] 2026 Jun; Vol. 232, pp. 112556. Date of Electronic Publication: 2026 Mar 07.

Publication Type: Journal Article; Research Support, Non-U.S. Gov't

Journal Info: Publisher: Pergamon Press Country of Publication: England NLM ID: 9306253 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1872-9800 (Electronic) Linking ISSN: 09698043 NLM ISO Abbreviation: Appl Radiat Isot Subsets: MEDLINE

MeSH Terms: Multimodal Imaging*/methods , Image Processing, Computer-Assisted*/methods, Image Interpretation, Computer-Assisted/methods ; Humans ; Algorithms ; Convolutional Neural Networks ; Neural Networks, Computer

GiTNet: A graph-based trajectory-informed network for gaze-supervised medical image segmentation.

Authors: Wu S; College of Computer Science, Northwest University, Xi'an, China., Zhang X; College of Computer Science, Northwest University, Xi'an, China. Electronic address: xiaozhang@nwu.edu.cn., Chen J; Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, UK., Zhang X; College of Computer Science, Northwest University, Xi'an, China., Xing Y; College of Computer Science, Northwest University, Xi'an, China., Feng J; College of Computer Science, Northwest University, Xi'an, China. Electronic address: fengjun@nwu.edu.cn.

Source: Medical image analysis [Med Image Anal] 2026 Jul; Vol. 112, pp. 104112. Date of Electronic Publication: 2026 Apr 25.

Publication Type: Journal Article; Research Support, Non-U.S. Gov't

Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 9713490 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1361-8423 (Electronic) Linking ISSN: 13618415 NLM ISO Abbreviation: Med Image Anal Subsets: MEDLINE

MeSH Terms: Image Processing, Computer-Assisted*/methods , Eye-Tracking Technology* , Graph Neural Networks*, Image Interpretation, Computer-Assisted/methods ; Humans ; Algorithms ; Magnetic Resonance Imaging

oDual-MRF: An Optimized Dual-Alternating MR Fingerprinting Sequence.

Authors: Li S; College of Optical Science and Engineering, Zhejiang University, Hangzhou, China., Zhao B; College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China.; ZJU-UIUC Institute, Zhejiang University, Hangzhou, China., Xu P; College of Optical Science and Engineering, Zhejiang University, Hangzhou, China., Chen Y; College of Optical Science and Engineering, Zhejiang University, Hangzhou, China., Liu H; College of Optical Science and Engineering, Zhejiang University, Hangzhou, China.; Key Laboratory for Biomedical Engineering of Ministry of Education, College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China., Ye H; School of Communication Engineering, Hangzhou Dianzi University, Hangzhou, China.

Source: Magnetic resonance in medicine [Magn Reson Med] 2026 Jul; Vol. 96 (1), pp. 27-36. Date of Electronic Publication: 2026 Mar 15.

Publication Type: Journal Article

Journal Info: Publisher: Wiley Country of Publication: United States NLM ID: 8505245 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1522-2594 (Electronic) Linking ISSN: 07403194 NLM ISO Abbreviation: Magn Reson Med Subsets: MEDLINE

MeSH Terms: Magnetic Resonance Imaging*/methods , Brain*/diagnostic imaging , Image Processing, Computer-Assisted*/methods , Image Interpretation, Computer-Assisted*/methods, Image Enhancement/methods ; Humans ; Algorithms ; Phantoms, Imaging ; Reproducibility of Results ; Computer Simulation ; Signal Processing, Computer-Assisted

The impact of pre-processing techniques on deep learning breast image segmentation.

Authors: Catarino J; LASIGE, Faculdade de Ciências, Universidade de Lisboa, 1749-016, Lisbon, Portugal. jessica.catarino@research.fchampalimaud.org.; Digital Surgery Lab, Breast Cancer Research Program, Champalimaud Foundation, 1400-038, Lisbon, Portugal. jessica.catarino@research.fchampalimaud.org., Garcia NC; LASIGE, Faculdade de Ciências, Universidade de Lisboa, 1749-016, Lisbon, Portugal., Silva S; LASIGE, Faculdade de Ciências, Universidade de Lisboa, 1749-016, Lisbon, Portugal., Santinha J; Digital Surgery Lab, Breast Cancer Research Program, Champalimaud Foundation, 1400-038, Lisbon, Portugal. joao.santinha@research.fchampalimaud.org.; Faculty of Medicine, University of Lisbon, 1649-028, Lisbon, Portugal. joao.santinha@research.fchampalimaud.org.

Source: Scientific reports [Sci Rep] 2025 Dec 16; Vol. 16 (1), pp. 1095. Date of Electronic Publication: 2025 Dec 16.

Publication Type: Journal Article

Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE

MeSH Terms: Breast Neoplasms*/diagnostic imaging , Image Processing, Computer-Assisted*/methods , Breast*/diagnostic imaging , Deep Learning*, Magnetic Resonance Imaging/methods ; Image Interpretation, Computer-Assisted/methods ; Humans ; Female

Fast Online 3D SPACE and FLAIR Imaging at 7T Using Multiple Subject-Specific Parallel Transmission Pulses Based on Subpopulation Universal Pulses.

Authors: Oran OF; Siemens Medical Solutions USA Inc., Palo Alto, California, USA., Herrler J; Siemens Healthineers AG, Forchheim, Germany., Liebig PA; Siemens Healthineers AG, Forchheim, Germany., Gati JS; Centre for Functional and Metabolic Mapping, Western University, London, Ontario, Canada.; Department of Medical Biophysics, Western University, London, Ontario, Canada., Klassen LM; Centre for Functional and Metabolic Mapping, Western University, London, Ontario, Canada., Menon RS; Centre for Functional and Metabolic Mapping, Western University, London, Ontario, Canada.; Department of Medical Biophysics, Western University, London, Ontario, Canada.

Source: Magnetic resonance in medicine [Magn Reson Med] 2026 Aug; Vol. 96 (2), pp. 771-786. Date of Electronic Publication: 2026 Apr 19.

Publication Type: Journal Article

Journal Info: Publisher: Wiley Country of Publication: United States NLM ID: 8505245 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1522-2594 (Electronic) Linking ISSN: 07403194 NLM ISO Abbreviation: Magn Reson Med Subsets: MEDLINE

MeSH Terms: Magnetic Resonance Imaging*/methods , Imaging, Three-Dimensional*/methods , Brain*/diagnostic imaging , Image Processing, Computer-Assisted*/methods, Image Enhancement/methods ; Humans ; Algorithms ; Artifacts ; Radio Waves ; Male ; Adult ; Female ; Signal Processing, Computer-Assisted ; Reproducibility of Results

Parameter-efficient contrastive language-image pre-training (CLIP) adaptation for few-shot anomaly detection in ultra-widefield fundus images.

Authors: Liao G; College of Biomedical Engineering, Sichuan University, Chengdu 610065, China. Electronic address: leosigmoid@stu.scu.edu.cn., Xu H; Department of Ophthalmology, West China Hospital, Chengdu 610065, China. Electronic address: XuHanyue@wchscu.cn., Ai H; College of Biomedical Engineering, Sichuan University, Chengdu 610065, China. Electronic address: aihaoyue@stu.scu.edu.cn., Wang T; Qingdao Eye Hospital of Shandong First Medical University, Qingdao 266071, China. Electronic address: tonewang108@163.com., Huang Y; Department of Ophthalmology, West China Hospital, Chengdu 610065, China. Electronic address: huangyufan0606@163.com., Han L; College of Biomedical Engineering, Sichuan University, Chengdu 610065, China. Electronic address: gjzzcc@163.com., Zhuang Y; College of Biomedical Engineering, Sichuan University, Chengdu 610065, China. Electronic address: zhuangy@scu.edu.cn., Chen K; College of Biomedical Engineering, Sichuan University, Chengdu 610065, China. Electronic address: chenke@scu.edu.cn., Zhang M; Department of Ophthalmology, West China Hospital, Chengdu 610065, China. Electronic address: zhangmingscu0905@163.com., Lin J; College of Biomedical Engineering, Sichuan University, Chengdu 610065, China. Electronic address: linjiangli@scu.edu.cn.

Source: Photodiagnosis and photodynamic therapy [Photodiagnosis Photodyn Ther] 2026 Jun; Vol. 59, pp. 105461. Date of Electronic Publication: 2026 Apr 09.

Publication Type: Journal Article

Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 101226123 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1873-1597 (Electronic) Linking ISSN: 15721000 NLM ISO Abbreviation: Photodiagnosis Photodyn Ther Subsets: MEDLINE

MeSH Terms: Image Processing, Computer-Assisted*/methods , Fundus Oculi* , Deep Learning*, Image Interpretation, Computer-Assisted/methods ; Humans ; Algorithms