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A potential strategy for colorectal tumor diagnosis: Polarized light imaging technology
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作者 Hua Mao Linfeng Fan +3 位作者 Liyun Huang Min Lu Shaoqin Jin Songtao Xiang 《Journal of Innovative Optical Health Sciences》 2025年第2期104-115,共12页
The high mortality rates of colon and rectal tumors have put forward an urgent need for rapid, sensitive, and accurate diagnosis. The polarization imaging technology, with the advantages of noninvasiveness, noncontact... The high mortality rates of colon and rectal tumors have put forward an urgent need for rapid, sensitive, and accurate diagnosis. The polarization imaging technology, with the advantages of noninvasiveness, noncontact, quantification, rapidity, and high sensitivity, is expected to be used for auxiliary diagnosis of colorectal cancer. Herein, the differences in colorectal tissues of four pathological types were studied using this powerful technology. Polarized light imaging combined with the Mueller matrix decomposition (MMPD) method was applied to extract structural features that may be related to colorectal tumors. It demonstrated that parameters δ and θ could reflect the structural differences of colorectal tumors. Preliminary simulated experiment results revealed that the parameter δ was related to the fiber density, and the parameter θ was related to the fiber angle. Then Tamura image texture analysis was used to quantitatively describe tissues of different pathological types, and the results showed that the coarseness, contrast, directionality, and roughness of the four groups were statistically different. Texture analysis based on the quantitative data of the four dimensions could be applied for the identification of benign and malignant colorectal tumors. 展开更多
关键词 COLON RECTAL TUMORS Polarized light imaging technology
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Chinese guideline for the clinical application of noninvasive imaging technology in accessing cancer therapy-related cardiovascular toxicity
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作者 Chinese Anti-Cancer Association Society of Integrative Cardio-oncology Ultrasound Branch of the Chinese Medical Association +3 位作者 Chinese Society of Echocardiography Mei ZHANG Dian-Fu LI Jun PU 《Journal of Geriatric Cardiology》 2025年第5期477-496,共20页
Cardiovascular damage caused by cancer treatment has become an important cause of death for tumor survivors.With the recognition of cardiovascular diseases and cancer therapy-related cardiovascular toxicity(CTR-CVT)in... Cardiovascular damage caused by cancer treatment has become an important cause of death for tumor survivors.With the recognition of cardiovascular diseases and cancer therapy-related cardiovascular toxicity(CTR-CVT)in tumor patients,noninvasive imaging technologies play pivotal roles in the risk stratification,early diagnosis,monitoring and follow-up for CTR-CVT.In recent years,the field of cardio-oncology has witnessed continual updates in diagnostic and therapeutic strategies,with several pertinent guidelines and expert consensus documents issued in China and abroad.However,there remains a conspicuous absence of systematic guidance documents on the application of imaging techniques in the clinical practice of cardio-oncology.Therefore,the Chinese Anti-Cancer Association Society of Integrative Cardio-oncology,the Ultrasound Branch of the Chinese Medical Association,and the Chinese Society of Echocardiography convened experts to formulate the"Chinese guideline for the clinical application of noninvasive imaging technology in accessing cancer therapy-related cardiovascular toxicity".Building upon the systematic evaluation of guidelines and the latest evidence-based medical research in the field of cardio-oncology domestically and abroad,and in conjunction with data derived from evidence-based medical research in China,this guideline proposes noninvasive imaging examination methods and monitoring strategies for CTR-CVT,aiming to further standardize and guide the clinical practice of multidisciplinary physicians specializing in cardio-oncology in China. 展开更多
关键词 cardiovascular damage noninvasive imaging early diagnosis risk stratification cancer therapy related cardiovascular toxicity cardiovascular diseases cardio oncology imaging technologies
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Pay attention to the application of indocyanine green fluorescence imaging technology in laparoscopic liver cancer resection 被引量:3
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作者 Li-Min Kang Fu-Wei Zhang +1 位作者 Fa-Kun Yu Lei Xu 《World Journal of Clinical Cases》 SCIE 2024年第23期5288-5293,共6页
Traditional laparoscopic liver cancer resection faces challenges,such as difficultiesin tumor localization and accurate marking of liver segments,as well as theinability to provide real-time intraoperative navigation.... Traditional laparoscopic liver cancer resection faces challenges,such as difficultiesin tumor localization and accurate marking of liver segments,as well as theinability to provide real-time intraoperative navigation.This approach falls shortof meeting the demands for precise and anatomical liver resection.The introductionof fluorescence imaging technology,particularly indocyanine green,hasdemonstrated significant advantages in visualizing bile ducts,tumor localization,segment staining,microscopic lesion display,margin examination,and lymphnode visualization.This technology addresses the inherent limitations oftraditional laparoscopy,which lacks direct tactile feedback,and is increasinglybecoming the standard in laparoscopic procedures.Guided by fluorescenceimaging technology,laparoscopic liver cancer resection is poised to become thepredominant technique for liver tumor removal,enhancing the accuracy,safetyand efficiency of the procedure. 展开更多
关键词 Indocyanine green Fluorescence imaging technology LAPAROSCOPY HEPATECTOMY Liver tumor
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The Application Progress of Skin Imaging Technology in Psoriasis
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作者 Qinyi Wang Jin Gong 《Advances in Bioscience and Biotechnology》 CAS 2024年第7期397-405,共9页
Skin imaging technologies such as dermoscopy, high-frequency ultrasound, reflective confocal microscopy and optical coherence tomography are developing rapidly in clinical application. Skin imaging technology can impr... Skin imaging technologies such as dermoscopy, high-frequency ultrasound, reflective confocal microscopy and optical coherence tomography are developing rapidly in clinical application. Skin imaging technology can improve clinical diagnosis rate, and its non-invasiveness and repeatability make it occupy an irreplaceable position in clinical diagnosis. With the “booming development” of medical technology, skin imaging technology can improve clinical diagnosis rate. Researchers have made significant advances in assisting clinical diagnosis, prediction, and treatment of disease. This article reviews the application and progress of skin imaging in the diagnosis of psoriasis. 展开更多
关键词 PSORIASIS Skin imaging technology High Frequency Ultrasound Optical Coherence Tomography
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Acute pancreatitis:A review of diagnosis,severity prediction and prognosis assessment from imaging technology,scoring system and artificial intelligence 被引量:26
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作者 Jian-Xiong Hu Cheng-Fei Zhao +5 位作者 Shu-Ling Wang Xiao-Yan Tu Wei-Bin Huang Jun-Nian Chen Ying Xie Cun-Rong Chen 《World Journal of Gastroenterology》 SCIE CAS 2023年第37期5268-5291,共24页
Acute pancreatitis(AP)is a potentially life-threatening inflammatory disease of the pancreas,with clinical management determined by the severity of the disease.Diagnosis,severity prediction,and prognosis assessment of... Acute pancreatitis(AP)is a potentially life-threatening inflammatory disease of the pancreas,with clinical management determined by the severity of the disease.Diagnosis,severity prediction,and prognosis assessment of AP typically involve the use of imaging technologies,such as computed tomography,magnetic resonance imaging,and ultrasound,and scoring systems,including Ranson,Acute Physiology and Chronic Health Evaluation II,and Bedside Index for Severity in AP scores.Computed tomography is considered the gold standard imaging modality for AP due to its high sensitivity and specificity,while magnetic resonance imaging and ultrasound can provide additional information on biliary obstruction and vascular complications.Scoring systems utilize clinical and laboratory parameters to classify AP patients into mild,moderate,or severe categories,guiding treatment decisions,such as intensive care unit admission,early enteral feeding,and antibiotic use.Despite the central role of imaging technologies and scoring systems in AP management,these methods have limitations in terms of accuracy,reproducibility,practicality and economics.Recent advancements of artificial intelligence(AI)provide new opportunities to enhance their performance by analyzing vast amounts of clinical and imaging data.AI algorithms can analyze large amounts of clinical and imaging data,identify scoring system patterns,and predict the clinical course of disease.AI-based models have shown promising results in predicting the severity and mortality of AP,but further validation and standardization are required before widespread clinical application.In addition,understanding the correlation between these three technologies will aid in developing new methods that can accurately,sensitively,and specifically be used in the diagnosis,severity prediction,and prognosis assessment of AP through complementary advantages. 展开更多
关键词 Acute pancreatitis imaging technology Scoring system Artificial intelligence Severity prediction Prognosis assessment
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Fracture evolution and localization effect of damage in rock based on wave velocity imaging technology 被引量:4
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作者 ZHANG Yan-bo YAO Xu-long +5 位作者 LIANG Peng WANG Ke-xue SUN Lin TIAN Bao-zhu LIU Xiang-xin WANG Shan-yong 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第9期2752-2769,共18页
By utilizing wave velocity imaging technology,the uniaxial multi-stage loading test was conducted on siltstone to attain wave velocity imagings during rock fracture.Based on the time series parameters of acoustic emis... By utilizing wave velocity imaging technology,the uniaxial multi-stage loading test was conducted on siltstone to attain wave velocity imagings during rock fracture.Based on the time series parameters of acoustic emissions(AE),joint response characteristics of the velocity field and AE during rock fracture were analyzed.Moreover,the localization effect of damage during rock fracture was explored by applying wave velocity imagings.The experimental result showed that the wave velocity imagings enable three-dimensional(3-D)visualization of the extent and spatial position of damage to the rock.A damaged zone has a low wave velocity and a zone where the low wave velocity is concentrated tends to correspond to a severely damaged zone.AE parameters and wave velocity imagings depict the changes in activity of cracks during rock fracture from temporal and spatial perspectives,respectively:the activity of cracks is strengthened,and the rate of AE events increases during rock fracture;correspondingly,the low-velocity zones are gradually aggregated and their area gradually increases.From the wave velocity imagings,the damaged zones in rock were divided into an initially damaged zone,a progressively damaged zone,and a fractured zone.During rock fracture,the progressively damaged zone and the fractured zone both develop around the initially damaged zone,showing a typical localization effect of the damage.By capturing the spatial development trends of the progressively damaged zone and fractured zone in wave velocity imagings,the development of microfractures can be predicted,exerting practical significance for determining the position of the main fracture. 展开更多
关键词 rock mechanics acoustic emission(AE) wave velocity imaging technology tempo-spatial evolution characteristics localization effect of damage
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An analysis of the uniformity of multi-fracture initiation based on downhole video imaging technology: A case study of Mahu tight conglomerate in Junggar Basin, NW China 被引量:1
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作者 ZANG Chuanzhen JIANG Hanqiao +5 位作者 SHI Shanzhi LI Jianmin ZOU Yushi ZHANG Shicheng TIAN Gang YANG Peng 《Petroleum Exploration and Development》 CSCD 2022年第2期448-457,共10页
To solve the problem that the production of Mahu conglomerate reservoir is not up to expectation after the multi-cluster plus temporary plugging fracturing technology is applied in horizontal wells, stages 2–6 in the... To solve the problem that the production of Mahu conglomerate reservoir is not up to expectation after the multi-cluster plus temporary plugging fracturing technology is applied in horizontal wells, stages 2–6 in the test well MaHW6285 are selected to carry out erosion tests with different pumping parameters. The downhole video imaging technology is used to monitor the degree of perforations erosion, and then the fracture initiation and proppant distribution of each cluster are analyzed. The results showed that proppant entered 76.7% of the perforations. The proppant was mainly distributed in a few perforation clusters, and the amount of proppant entered in most of the clusters was limited. The proppant distribution in Stage 4 was relatively uniform, and the fracture initiation of each cluster in the stage is more uniform. The proppant distribution in stages 2, 3, 5, and 6 was significantly uneven, and the uniform degree of fracture initiation in each cluster is low. More than 70% of the proppant dose in the stage entered clusters near the heel end, so the addition of diverters did not promote the uniform initiation of hydraulic fractures. There was a positive correlation between the amount of proppant added and the degree of perforations erosion, and the degree of perforations erosion ranged from 15% to 352%, with an average value of 74.5%, which was far higher than the statistical results of shale reservoir tests in North America. The use of 180° phase perforation(horizontal direction) can reduce the “Phase Bias” of perforations erosion, promote uniform perforations erosion and fluid inflow. The research results provide the basis for optimizing the pumping procedure, reducing the perforation erosion and improving the success rate of diversion. 展开更多
关键词 tight conglomerate temporary plugging fracturing perforation erosion fracture initiation downhole video imaging technology Junggar Basin Mahu sag
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Photodissociation Dynamics of Dichlorodifluoromethane(CF2Cl2) around 235 nm using Time-Sliced Velocity Map Imaging Technology 被引量:1
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作者 Rui Mao Hong Xiao +2 位作者 Yu Hu Qun Zhang Yang Chen 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2019年第4期406-410,I0002,共6页
Photodissociation dynamics of dichlorodifluoromethane (CF2Cl2) around 235 nm has been studied using the time-sliced velocity map imaging technology in combination with the resonance enhanced multi-photon ionization te... Photodissociation dynamics of dichlorodifluoromethane (CF2Cl2) around 235 nm has been studied using the time-sliced velocity map imaging technology in combination with the resonance enhanced multi-photon ionization technology. By measuring the raw images of chlorine atoms which are formed via one-photon dissociation of CF2Cl2, the speed and angular distributions can be directly obtained. The speed distribution of excited-state chlorine atoms consists of high translation energy (ET) and low ET components, which are related to direct dissociation on 3Q0 state and predissociation on the ground state induced by internal conversion, respectively. The speed distribution of ground-state chlorine atoms also consists of high ET and low ET components which are related to predissociation between 3Q0 and 1Q1 states and predissociation on the ground state induced by internal conversion, respectively. Radical dissociation channel is confirmed, nevertheless, secondary dissociation and three-body dissociation channels are excluded. 展开更多
关键词 DICHLORODIFLUOROMETHANE Time-sliced velocity map imaging technology Internal conversion
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A lattice measuring method based on integral imaging technology 被引量:1
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作者 ZHANG Xiao-dong LI Suo-yin +3 位作者 HAN Zhi-guo ZHAO Lin LIANG Fa-guo WU Ai-hua 《Optoelectronics Letters》 EI 2021年第5期313-316,共4页
Aiming at the problem that the lattice feature exceeds the view field of the scanning electron microscope(SEM)measuring system,a new lattice measuring method is proposed based on integral imaging technology.When the s... Aiming at the problem that the lattice feature exceeds the view field of the scanning electron microscope(SEM)measuring system,a new lattice measuring method is proposed based on integral imaging technology.When the system works,the SEM measuring system is equivalent to an integral image acquisition system.Firstly,a lattice measuring method is researched based on integral imaging theory.Secondly,the system parameters are calibrated by the VLSI lattice standard.Finally,the value of the lattice standard to be tested is determined based on the calibration parameters and the lattice measuring algorithm.The experimental results show that,compared with the traditional electron microscope measurement method,the relative error of the measured value of the algorithm is maintained within 0.2%,with the same level of measurement accuracy,but it expands the field of view of the electron microscope measurement system,which is suitable for the measurement of samples under high magnification. 展开更多
关键词 SEM IMAGE A lattice measuring method based on integral imaging technology
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Application of Hyperspectral Imaging Technology in Rapid Detection of Preservative in Milk
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作者 Sun Hong-min Huang Yu +1 位作者 Wang Yan Lu Yao 《Journal of Northeast Agricultural University(English Edition)》 CAS 2020年第4期88-96,共9页
To ensure the quality and safety of pure milk,detection method of typical preservative-potassium sorbate in milk was researched in this paper.Hyperspectral imaging technology was applied to realize rapid detection.Inf... To ensure the quality and safety of pure milk,detection method of typical preservative-potassium sorbate in milk was researched in this paper.Hyperspectral imaging technology was applied to realize rapid detection.Influence factors for hyperspectral data collection for milk samples were firstly researched,including height of sample,bottom color and sample filled up container or not.Pretreatment methods and variable selection algorithms were applied into original spectral data.Rapid detection models were built based on support vector machine method(SVM).Finally,standard normalized variable(SNV)-competitive adaptive reweighted sampling(CARS)and SVM model was chosen in this paper.The accuracies of calibration set and testing set were 0.97 and 0.97,respectively.Kappa coefficient of the model was 0.93.It could be seen that hyperspectral imaging technology could be used to detect for potassium sorbate in milk.Meanwhile,it also provided methodological supports for the rapid detection of other preservatives in milk. 展开更多
关键词 hyperspectral imaging technology PRESERVATIVE MILK potassium sorbate competitive adaptive reweighted sampling(CARS)
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The Application Effect of Medical Imaging Technology in Imaging Clinical Diagnosis
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作者 WEIXiaobo 《外文科技期刊数据库(文摘版)医药卫生》 2022年第1期151-155,共5页
Medical imaging diagnosis is a bridge discipline and an important link in disease diagnosis. It provides evidence, guidance and evaluation for disease diagnosis, prognosis and treatment. There are professional indepen... Medical imaging diagnosis is a bridge discipline and an important link in disease diagnosis. It provides evidence, guidance and evaluation for disease diagnosis, prognosis and treatment. There are professional independence and professional complementarity between medical imaging technology and medical imaging diagnosis. Medical imaging diagnosis needs the support and support of medical imaging technology, and the development of medical imaging technology needs the promotion of diagnostic requirements. The application of medical imaging technology in disease imaging diagnosis and treatment has high diagnostic accuracy and high clinical application value. 展开更多
关键词 medical imaging technology CLINICAL DIAGNOSIS APPLICATION
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Teaching Analysis of CT and MR Imaging Technology
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作者 WANG Yuzhu 《外文科技期刊数据库(文摘版)教育科学》 2021年第2期201-203,共3页
With the development of medical and health care and the advancement of high-end technologies such as computers and artificial intelligence, great changes have taken place in medical imaging technology. On the one hand... With the development of medical and health care and the advancement of high-end technologies such as computers and artificial intelligence, great changes have taken place in medical imaging technology. On the one hand, medical imaging technology plays a more and more important role in clinical work and becomes an indispensable and important means in clinical practice. On the other hand, it also poses new challenges to the implementation of medical imaging technology. Although the development of undergraduate education has been promoted in China, the clinical experience, especially the experience in imaging technology, is relatively lacking, and the clinical teaching is relatively lack of a unified and specific plan. The purpose of this paper is to analyze the relevant teaching contents of CT and MRI in medical imaging technology, so as to provide necessary reference in the future practice and teaching process. 展开更多
关键词 medical imaging technology CT and MR TEACHING
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The Relationship between Medical Imaging Technology and Medical Imaging Diagnosis
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作者 LIUYonghong 《外文科技期刊数据库(文摘版)医药卫生》 2022年第1期156-159,共4页
Medical imaging is a non-invasive process of obtaining internal tissue images of a part of the human body, which can provide an important basis for clinical diagnosis and treatment. The rapid development of medical im... Medical imaging is a non-invasive process of obtaining internal tissue images of a part of the human body, which can provide an important basis for clinical diagnosis and treatment. The rapid development of medical imaging technology enables doctors to judge the illness more accurately, and ensures the accuracy of medical imaging diagnosis based on the in-depth exploration and analysis of imaging technology to improve the level of medical imaging technology. The relationship between the two is complementary and professional complementarity exists. Medical imaging technology provides technical support for medical imaging diagnosis, which are mutually independent and complementary. Medical imaging diagnosis promotes the further development of medical imaging technology. Medical imaging technology promotes the reform of medical imaging diagnosis, which is dialectical and unified as a whole. In clinical practice, medical imaging technology and medical imaging diagnosis are reasonably and effectively combined, and the relationship between the two is handled to ensure mutual promotion and common development in the diagnosis and treatment process, and to improve the diagnosis level and service quality. Next, the article discusses the relationship between medical imaging technology and medical imaging diagnosis. 展开更多
关键词 medical imaging technology medical imaging diagnosis the relationship between the two
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The Value Analysis of CT Imaging Technology in the Diagnosis of Femoral Head Necrosis
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作者 LI Yanming 《外文科技期刊数据库(文摘版)医药卫生》 2021年第11期711-714,共6页
Objective: to explore the accuracy and sensitivity of bone malformation in C T diagnosis group. Methods: from March 2019 to June 2020, 72 patients suspected of osteonecrosis were selected and treated in our hospital. ... Objective: to explore the accuracy and sensitivity of bone malformation in C T diagnosis group. Methods: from March 2019 to June 2020, 72 patients suspected of osteonecrosis were selected and treated in our hospital. All patients underwent C-T examination, X-ray examination and magnetic resonance diagnosis. Statistical analysis was made on the bone state of femoral head defect diagnosed by C-T scan, X-ray and magnetic resonance, as well as the accuracy of C-T scan, X-ray and magnetic resonance diagnosis, and the sensitivity and specificity of femoral defect. Results: according to the final clinical diagnosis, out of 72 patients suspected of osteonecrosis, a total of 1 patient was diagnosed as osteoporosis. A total of 65 patients with femoral diseases, the positive rate of femoral necrosis was higher than that of CT scan and X-ray, while the positive rate of femoral necrosis was higher than that of X-ray, with statistical significance (P < 0.05). The accuracy, sensitivity and specificity of magnetic resonance diagnosis of femoral defect were higher than those of t-scan and x-ray scan, and the accuracy and sensitivity of CT scan were higher than those of x-ray, the difference was statistically significant (P < 0.05). Compared with X-ray films (P > 0.05), the features found by computed tomography of femoral necrosis have no statistical significance Conclusion: magnetic resonance diagnosis has higher value in clinical diagnosis of patients with femoral head necrosis than CT scan and X-ray films. 展开更多
关键词 CT imaging technology diagnosis of femoral head necrotic value
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Intelligent imaging technology applications in multidisciplinary hospitals
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作者 Ke Fan Lei Yang +4 位作者 Fei Ren Xueyuan Zhang Bo Liu Ze Zhao Jianwen Gu 《Chinese Medical Journal》 CSCD 2024年第24期3083-3092,共10页
With the rapid development of artificial intelligence technology,its applications in medical imaging have become increasingly extensive.This review aimed to analyze the current development status and future direction ... With the rapid development of artificial intelligence technology,its applications in medical imaging have become increasingly extensive.This review aimed to analyze the current development status and future direction of intelligent imaging technology by investigating its application in various medical departments.To achieve this,we conducted a comprehensive search of various data sources up to 2024,including PubMed,Web of Science,and Google Scholar,based on the principle of comprehensive search.A total of 332 articles were screened,and after applying the inclusion and exclusion criteria,56 articles were selected for this study.According to the findings,intelligent imaging technology exhibits robust image recognition capabilities,making it applicable across diverse medical imaging modalities within hospital departments.This technology offers an efficient solution for the analysis of various medical images by extracting and accurately identifying complex features.Consequently,it significantly aids in the detection and diagnosis of clinical diseases.Its high accuracy,sensitivity,and specificity render it an indispensable tool in clinical diagnostics and related tasks,thereby enhancing the overall quality of healthcare services.The application of intelligent imaging technology in healthcare significantly enhances the efficiency of clinical diagnostics,resulting in more accurate and timely patient assessments.This advanced technology offers a faster and more precise diagnostic approach,ultimately improving patient care and outcomes.This review analyzed the socioeconomic changes brought about by intelligent imaging technology to provide a more comprehensive evaluation.Also,we systematically analyzed the current shortcomings of intelligent imaging technology and its future development directions,to enable future research. 展开更多
关键词 Intelligent imaging technology Artificial intelligence Medical imaging Machine learning Deep learning CARDIOLOGY NEUROLOGY ONCOLOGY
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Application and Evaluation of Common Clinical Imaging Techniques in Cancer Diagnosis
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作者 Yalei Shang 《Journal of Clinical and Nursing Research》 2025年第6期172-178,共7页
With the reform and opening up entering a new era,China’s modern civilization and technology are“rolling forward”.In the medical field,innovative changes in radiology imaging technology have presented unprecedented... With the reform and opening up entering a new era,China’s modern civilization and technology are“rolling forward”.In the medical field,innovative changes in radiology imaging technology have presented unprecedented value opportunities in tumor diagnosis.Therefore,this article explores the classification of radiological imaging techniques,specifically including X-ray imaging,Computed Tomography(CT),Magnetic Resonance Imaging(MRI),Positron Emission Tomography(PET),and ultrasound imaging.Furthermore,it analyzes the practical application of these key technologies in tumor diagnosis and propose new ideas.In the end,the advantages and characteristics of radiology imaging technology are evaluated,and two limitations are also pointed out,which deserves profound reflection. 展开更多
关键词 RADIOLOGY imaging technology Tumor diagnosis APPLICATION Evaluate
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Advanced Brain Tumor Segmentation in Magnetic Resonance Imaging via 3D U-Net and Generalized Gaussian Mixture Model-Based Preprocessing
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作者 Khalil Ibrahim Lairedj Zouaoui Chama +5 位作者 Amina Bagdaoui Samia Larguech Younes Menni Nidhal Becheikh Lioua Kolsi Badr M.Alshammari 《Computer Modeling in Engineering & Sciences》 2025年第8期2419-2443,共25页
Brain tumor segmentation from Magnetic Resonance Imaging(MRI)supports neurologists and radiologists in analyzing tumors and developing personalized treatment plans,making it a crucial yet challenging task.Supervised m... Brain tumor segmentation from Magnetic Resonance Imaging(MRI)supports neurologists and radiologists in analyzing tumors and developing personalized treatment plans,making it a crucial yet challenging task.Supervised models such as 3D U-Net perform well in this domain,but their accuracy significantly improves with appropriate preprocessing.This paper demonstrates the effectiveness of preprocessing in brain tumor segmentation by applying a pre-segmentation step based on the Generalized Gaussian Mixture Model(GGMM)to T1 contrastenhanced MRI scans from the BraTS 2020 dataset.The Expectation-Maximization(EM)algorithm is employed to estimate parameters for four tissue classes,generating a new pre-segmented channel that enhances the training and performance of the 3DU-Net model.The proposed GGMM+3D U-Net framework achieved a Dice coefficient of 0.88 for whole tumor segmentation,outperforming both the standard multiscale 3D U-Net(0.84)and MMU-Net(0.85).It also delivered higher Intersection over Union(IoU)scores compared to models trained without preprocessing or with simpler GMM-based segmentation.These results,supported by qualitative visualizations,suggest that GGMM-based preprocessing should be integrated into brain tumor segmentation pipelines to optimize performance. 展开更多
关键词 Magnetic resonance imaging(MRI) imaging technology GGMM EM algorithm 3D U-Net SEGMENTATION
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Diagnostic value of upper gastrointestinal imaging for duodenal webbing in adults:A case report
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作者 Kang-Quan Chen Wen-Qian Jiang Xiao-Rong Li 《World Journal of Clinical Cases》 2025年第12期64-69,共6页
BACKGROUND Duodenal web is a rare congenital malformation,exceedingly uncommon in adults,and often misdiagnosed due to the subtle imaging features.CASE SUMMARY By analyzing the clinical diagnosis process and various i... BACKGROUND Duodenal web is a rare congenital malformation,exceedingly uncommon in adults,and often misdiagnosed due to the subtle imaging features.CASE SUMMARY By analyzing the clinical diagnosis process and various imaging findings of a patient from our institution,this case report emphasizes the necessity of upper gastrointestinal series in diagnosing duodenal webs,outlines its typical radiographic features,and provides a literature review on the etiology,clinical presentation,and management of this condition.CONCLUSION This case report emphasizes the necessity of upper gastrointestinal series in diagnosing duodenal webs. 展开更多
关键词 Duodenal web Upper gastrointestinal imaging technology MISDIAGNOSIS Medical imaging Case report
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Grading method of soybean mosaic disease based on hyperspectral imaging technology 被引量:2
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作者 Jiangsheng Gui Jingyi Fei +2 位作者 Zixian Wu Xiaping Fu Alou Diakite 《Information Processing in Agriculture》 EI 2021年第3期380-385,共6页
Soybean is a crop with a long cultivation history that occupies an important position in agricultural production.Soybean mosaic virus disease(SMV)has caused a rapid decline in soybean yields,causing huge losses to the... Soybean is a crop with a long cultivation history that occupies an important position in agricultural production.Soybean mosaic virus disease(SMV)has caused a rapid decline in soybean yields,causing huge losses to the soybean industry,wherefrom its early detec-tion is particularly important.This study proposes a new classification method for the early SMV,dividing its severity into grades 0,1 and 2.In the case of a small number of experi-mental samples of soybeans,this study proposes a combined convolutional neural network and support vector machine(CNN-SVM)method for the early detection of SMV.Experimen-tal results showed that the accuracy of the training set of the CNN-SVM model reached 96.67%,and the accuracy rate of the test set reached 94.17%.The experiment proved the feasibility of using the proposed CNN-SVM model to classify early SMV under the new clas-sification method,and provided a new direction for early SMV detection based on hyper-spectral images. 展开更多
关键词 Soybean mosaic virus disease Grading method CNN-SVM Hyperspectral imaging technology
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Hyperspectral Imaging Technology for Revealing the Original Handwritings Covered by the Same Inks
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作者 Yuanyuan Lian Luning Liang Bing Li 《Journal of Forensic Science and Medicine》 2017年第4期210-216,共7页
This manuscript presents a preliminary investigation on the applicability of hyperspectral imaging technology for nondestructive and rapid analysis to reveal covered original handwritings.The hyperspectral imager Nuan... This manuscript presents a preliminary investigation on the applicability of hyperspectral imaging technology for nondestructive and rapid analysis to reveal covered original handwritings.The hyperspectral imager Nuance‑Macro was used to collect the reflected light signature of inks from the overlapping parts.The software Nuance1p46 was used to analyze the reflected light signature of inks which shows the covered original handwritings.Different types of black/blue ballpoint pen inks and black/blue gel pen inks were chosen for sample preparation.From the hyperspectral images examined,the covered original handwritings of application were revealed in 90.5%,69.1%,49.5%,and 78.6%of the cases.Further,the correlation between the revealing effect and spectral characteristics of the reflected light of inks at the overlapping parts was interpreted through theoretical analysis and experimental verification.The results indicated that when the spectral characteristics of the reflected light of inks at the overlapping parts were the same or very similar to that of the ink that was used to cover the original handwriting,the original handwriting could not be shown.On the contrary,when the spectral characteristics of the reflected light of inks at the overlapping parts were different to that of the ink that was used to cover the original handwriting,the original handwriting was revealed. 展开更多
关键词 Covered original handwritings hyperspectral imaging technology METAMERISM REVEALING
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