Biomedical Engineering Letters最新文献

筛选
英文 中文
Spiking neural networks for physiological and speech signals: a review. 用于生理和语音信号的尖峰神经网络:综述。
IF 3.2 4区 医学
Biomedical Engineering Letters Pub Date : 2024-06-25 eCollection Date: 2024-09-01 DOI: 10.1007/s13534-024-00404-0
Sung Soo Park, Young-Seok Choi
{"title":"Spiking neural networks for physiological and speech signals: a review.","authors":"Sung Soo Park, Young-Seok Choi","doi":"10.1007/s13534-024-00404-0","DOIUrl":"10.1007/s13534-024-00404-0","url":null,"abstract":"<p><p>The integration of Spiking Neural Networks (SNNs) into the analysis and interpretation of physiological and speech signals has emerged as a groundbreaking approach, offering enhanced performance and deeper insights into the underlying biological processes. This review aims to summarize key advances, methodologies, and applications of SNNs within these domains, highlighting their unique ability to mimic the temporal dynamics and efficiency of the human brain. We dive into the core principles of SNNs, their neurobiological underpinnings, and the computational advantages they bring to signal processing, particularly in handling the temporal and spatial complexities inherent in physiological and speech data. Comparative analyses with conventional neural network models are presented to underscore the superior efficiency, lower power consumption, and higher temporal resolution of SNNs. The review further explores challenges and future prospects, highlighting the potential of SNNs to revolutionize wearable healthcare monitoring systems, neuroprosthetic devices, and natural language processing technologies. By providing a comprehensive overview of current strategies, this review aims to inspire innovative approaches in the field, fostering advances in real-time and energy-efficient processing of complex biological signals.</p>","PeriodicalId":46898,"journal":{"name":"Biomedical Engineering Letters","volume":"14 5","pages":"943-954"},"PeriodicalIF":3.2,"publicationDate":"2024-06-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11362433/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142113344","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring the potential of spiking neural networks in biomedical applications: advantages, limitations, and future perspectives. 探索尖峰神经网络在生物医学应用中的潜力:优势、局限和未来展望。
IF 3.2 4区 医学
Biomedical Engineering Letters Pub Date : 2024-06-20 eCollection Date: 2024-09-01 DOI: 10.1007/s13534-024-00403-1
Eunsu Kim, Youngmin Kim
{"title":"Exploring the potential of spiking neural networks in biomedical applications: advantages, limitations, and future perspectives.","authors":"Eunsu Kim, Youngmin Kim","doi":"10.1007/s13534-024-00403-1","DOIUrl":"10.1007/s13534-024-00403-1","url":null,"abstract":"<p><p>In this paper, a comprehensive exploration is undertaken to elucidate the utilization of Spiking Neural Networks (SNNs) within the biomedical domain. The investigation delves into the experimentally validated advantages of SNNs in comparison to alternative models like LSTM, while also critically examining the inherent limitations of SNN classifiers or algorithms. SNNs exhibit distinctive advantages that render them particularly apt for targeted applications within the biomedical field. Over time, SNNs have undergone extensive scrutiny in realms such as neuromorphic processing, Brain-Computer Interfaces (BCIs), and Disease Diagnosis. Notably, SNNs demonstrate a remarkable affinity for the processing and analysis of biomedical signals, including but not limited to electroencephalogram (EEG), electromyography (EMG), and electrocardiogram (ECG) data. This paper initiates its exploration by introducing some of the biomedical applications of EMG, such as the classification of hand gestures and motion decoding. Subsequently, the focus extends to the applications of SNNs in the analysis of EEG and ECG signals. Moreover, the paper delves into the diverse applications of SNNs in specific anatomical regions, such as the eyes and noses. In the final sections, the paper culminates with a comprehensive analysis of the field, offering insights into the advantages, disadvantages, challenges, and opportunities introduced by various SNN models in the realm of healthcare and biomedical domains. This holistic examination provides a nuanced perspective on the potential transformative impact of SNN across a spectrum of applications within the biomedical landscape.</p>","PeriodicalId":46898,"journal":{"name":"Biomedical Engineering Letters","volume":"14 5","pages":"967-980"},"PeriodicalIF":3.2,"publicationDate":"2024-06-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11362408/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142113341","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
GT-Net: global transformer network for multiclass brain tumor classification using MR images. GT-Net:利用磁共振图像进行多类脑肿瘤分类的全局变换器网络。
IF 3.2 4区 医学
Biomedical Engineering Letters Pub Date : 2024-05-31 eCollection Date: 2024-09-01 DOI: 10.1007/s13534-024-00393-0
Tapas Kumar Dutta, Deepak Ranjan Nayak, Ram Bilas Pachori
{"title":"GT-Net: global transformer network for multiclass brain tumor classification using MR images.","authors":"Tapas Kumar Dutta, Deepak Ranjan Nayak, Ram Bilas Pachori","doi":"10.1007/s13534-024-00393-0","DOIUrl":"10.1007/s13534-024-00393-0","url":null,"abstract":"<p><p>Multiclass classification of brain tumors from magnetic resonance (MR) images is challenging due to high inter-class similarities. To this end, convolution neural networks (CNN) have been widely adopted in recent studies. However, conventional CNN architectures fail to capture the small lesion patterns of brain tumors. To tackle this issue, in this paper, we propose a global transformer network dubbed GT-Net for multiclass brain tumor classification. The GT-Net mainly comprises a global transformer module (GTM), which is introduced on the top of a backbone network. A generalized self-attention block (GSB) is proposed to capture the feature inter-dependencies not only across spatial dimension but also channel dimension, thereby facilitating the extraction of the detailed tumor lesion information while ignoring less important information. Further, multiple GSB heads are used in GTM to leverage global feature dependencies. We evaluate our GT-Net on a benchmark dataset by adopting several backbone networks, and the results demonstrate the effectiveness of GTM. Further, comparison with state-of-the-art methods validates the superiority of our model.</p>","PeriodicalId":46898,"journal":{"name":"Biomedical Engineering Letters","volume":"14 5","pages":"1069-1077"},"PeriodicalIF":3.2,"publicationDate":"2024-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11362438/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142113342","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of nanogap-rich hybrid gold nanostructures by use of two non-lithographic deposition techniques for a sensitive and reliable SERS biosensor. 利用两种非光刻沉积技术开发富含纳米间隙的混合金纳米结构,用于灵敏可靠的 SERS 生物传感器。
IF 3.2 4区 医学
Biomedical Engineering Letters Pub Date : 2024-05-29 eCollection Date: 2024-07-01 DOI: 10.1007/s13534-024-00381-4
Hyuck Ju Kwon, Yong Jun Cho, Kyeong Min Yuk, Jonghwan Lee, Seung Ho Choi, Kyung Min Byun
{"title":"Development of nanogap-rich hybrid gold nanostructures by use of two non-lithographic deposition techniques for a sensitive and reliable SERS biosensor.","authors":"Hyuck Ju Kwon, Yong Jun Cho, Kyeong Min Yuk, Jonghwan Lee, Seung Ho Choi, Kyung Min Byun","doi":"10.1007/s13534-024-00381-4","DOIUrl":"10.1007/s13534-024-00381-4","url":null,"abstract":"<p><p>Practical application of surface-enhanced Raman spectroscopy (SERS) has suffered from several limitations by heterogeneous distribution of hot-spots, such as high signal fluctuation and the resulting low reliability in detection. Herein, we develop a strategy of more sensitive and reliable SERS platform through designing spatially homogeneous gold nanoparticles (GNPs) on a uniform gold nanoisland (GNI) pattern. The proposed SERS substrate is successfully fabricated by combining two non-lithographic techniques of electron beam evaporation and convective self-assembly. These bottom-up methods allow a simple, cost-effective, and large-area fabrication. Compared to the SERS substrates obtained from two separate nanofabrication methods, Raman spectra measured by the samples with both GNPs and GNIs present a significant increase in the signal intensity as well as a notable improvement in signal fluctuation. The simulated near-field analyses demonstrate the formation of highly amplified plasmon modes within and at the gaps of the GNP-GNI interfaces. Moreover, the suggested SERS sensor is evaluated to detect the glucose concentration, exhibiting that the detection sensitivity is improved by more than 10 times compared to the sample with only GNI patterns and a fairly good spatial reproducibility of 7% is accomplished. It is believed that our suggestion could provide a potential for highly sensitive, low-cost, and reliable SERS biosensing platforms that include many advantages for healthcare devices.</p><p><strong>Supplementary information: </strong>The online version contains supplementary material available at 10.1007/s13534-024-00381-4.</p>","PeriodicalId":46898,"journal":{"name":"Biomedical Engineering Letters","volume":"14 4","pages":"859-866"},"PeriodicalIF":3.2,"publicationDate":"2024-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11208359/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141471513","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Prediction of prognosis in supramalleolar osteotomy with or without additional fibula osteotomy by approaching a biomechanical study: a finite element analysis. 通过生物力学研究预测腓骨上截骨术(带或不带附加腓骨截骨术)的预后:有限元分析。
IF 3.2 4区 医学
Biomedical Engineering Letters Pub Date : 2024-05-27 eCollection Date: 2024-09-01 DOI: 10.1007/s13534-024-00394-z
Jung-Min Lee, Wen-Ming Chen, Chul Hyun Park, Seung Jae Cho, Inha Woo
{"title":"Prediction of prognosis in supramalleolar osteotomy with or without additional fibula osteotomy by approaching a biomechanical study: a finite element analysis.","authors":"Jung-Min Lee, Wen-Ming Chen, Chul Hyun Park, Seung Jae Cho, Inha Woo","doi":"10.1007/s13534-024-00394-z","DOIUrl":"10.1007/s13534-024-00394-z","url":null,"abstract":"<p><p>Supramalleolar osteotomy (SMO) is a representative procedure to restore a malalignment in the varus ankle deformity by shifting the concentrated pressure on the medial ankle joint to the lateral area. Additionally, fibula osteotomy (FO) is selectively selected and performed according to the surgeon's preference. However, it is controversial whether FO is effective in shifting the abnormal pressure from the medial to the lateral area on the ankle joint. Some cadaveric studies have been performed to prove this. However, it is difficult to consistently reconstruct amount of the varus ankle deformities angle in cadavers and to guarantee reliable contact pressure between the ankle joint. Thus, the aim of this study was predicted and quantitatively compared a peak pressure between single SMO and SMO with FO procedure by using a finite element analysis as a powerful biomechanical tool to those limitations of cadaveric study. This study reconstructed total 4 3D foot and ankle models including a normal and pre-op model and 2 post-op models. The pre-op model was modified by assigning 10° varus tilting corresponding to stage 3b in the classification of varus ankle osteoarthritis based on the validated normal model. Also, the post-op models were reconstructed by applying single SMO and SMO with FO, respectively. All of the models were assumed as one-leg standing position and to mimic smooth ankle joint motion. Peak contact pressure change was predicted at the medial ankle joint by using computational simulation. As a result, 2 post-op models showed a remarkably peak pressure reduction by up to 5.5 times on the medial tibiotalar joint. However, a comparison between single SMO and SMO with FO model showed no appreciable differences. In conclusion, this study predicted that single SMO may be as effective as SMO with FO in reducing peak contact pressure on the medial tibiotalar joint in varus ankle osteoarthritis.</p>","PeriodicalId":46898,"journal":{"name":"Biomedical Engineering Letters","volume":"14 5","pages":"1079-1085"},"PeriodicalIF":3.2,"publicationDate":"2024-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11362411/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142113343","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mobility and anthropometry of the sacroiliac joint: range of motion and morphological characteristics. 骶髂关节的活动度和人体测量学:活动范围和形态特征。
IF 3.2 4区 医学
Biomedical Engineering Letters Pub Date : 2024-04-26 eCollection Date: 2024-07-01 DOI: 10.1007/s13534-024-00382-3
Seonjin Shin, Dai-Soon Kwak, U-Young Lee
{"title":"Mobility and anthropometry of the sacroiliac joint: range of motion and morphological characteristics.","authors":"Seonjin Shin, Dai-Soon Kwak, U-Young Lee","doi":"10.1007/s13534-024-00382-3","DOIUrl":"10.1007/s13534-024-00382-3","url":null,"abstract":"<p><strong>Purpose: </strong>The sacroiliac joint (SIJ), a synovial joint with irregular surfaces, is crucial for stabilizing the body and facilitating daily activities. However, recent studies have reported that 15-30% of lower back pain can be attributed to instability in the SIJ, a condition collectively referred to as sacroiliac joint dysfunction (SIJD). The aim of this study is to investigate how the morphological characteristics of the auricular surface may influence the SIJ range of motion (ROM) and to examine differences in SIJ ROM between females and males, thereby contributing to the enhancement of SIJD diagnosis and treatment.</p><p><strong>Methods: </strong>We measured SIJ ROM using motion-analysis cameras in 24 fresh cadavers of Korean adults (13 males and 11 females). Using three-dimensional renderings of the measured auricular surface, we investigated the correlations between the morphological characteristics of the auricular surface and the ROM of the SIJ.</p><p><strong>Results: </strong>The SIJ ROM was between 0.2° and 6.7° and was significantly greater in females (3.58° ± 1.49) compared with males (1.38° ± 1.00). Dividing the participants into high-motion (3.87° ± 1.19) and low-motion (1.13° ± 0.62) groups based on the mean ROM (2.39°) showed no significant differences in any measurements. Additionally, bone defects around the SIJ were identified using computed tomography of the high-motion group. In the low-motion group, calcification between auricular surfaces and bone bridges was observed.</p><p><strong>Conclusion: </strong>This suggests that the SIJ ROM is influenced more by the anatomical structures around the SIJ than by the morphological characteristics of the auricular surface.</p>","PeriodicalId":46898,"journal":{"name":"Biomedical Engineering Letters","volume":"14 4","pages":"867-876"},"PeriodicalIF":3.2,"publicationDate":"2024-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11208354/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141471514","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Adaptive augmented cubature Kalman filter/smoother for ECG denoising. 用于心电图去噪的自适应增强立方卡尔曼滤波器/平滑器。
IF 3.2 4区 医学
Biomedical Engineering Letters Pub Date : 2024-03-08 eCollection Date: 2024-07-01 DOI: 10.1007/s13534-024-00362-7
Hamed Danandeh Hesar, Amin Danandeh Hesar
{"title":"Adaptive augmented cubature Kalman filter/smoother for ECG denoising.","authors":"Hamed Danandeh Hesar, Amin Danandeh Hesar","doi":"10.1007/s13534-024-00362-7","DOIUrl":"https://doi.org/10.1007/s13534-024-00362-7","url":null,"abstract":"<p><p>Model-based Bayesian approaches have been widely applied in Electrocardiogram (ECG) signal processing, where their performances heavily rely on the accurate selection of model parameters, particularly the state and measurement noise covariance matrices. In this study, we introduce an adaptive augmented cubature Kalman filter/smoother (CKF/CKS) for ECG processing, which updates the noise covariance matrices at each time step to accommodate diverse noise types and input signal-to-noise ratios (SNRs). Additionally, we incorporate the dynamic time warping technique to enhance the filter's efficiency in the presence of heart rate variability. Furthermore, we propose a method to significantly reduce the computational complexity required for CKF/CKS implementation in ECG processing. The denoising performance of the proposed filter was compared to those of various nonlinear Kalman-based frameworks involving the Extended Kalman filter/smoother (EKF/EKS), the unscented Kalman filter/smoother (UKF/UKS), and the ensemble Kalman filter (EnKF) that was recently proposed for ECG enhancement. In this study, we conducted a comprehensive evaluation and comparison of the performance of various nonlinear Kalman-based frameworks for ECG signal processing, which have been proposed in recent years. Our assessment was carried out on multiple normal ECG segments extracted from different entries in the MIT-BIH Normal Sinus Rhythm Database (NSRDB). This database provides a diverse set of ECG recordings, allowing us to examine the filters' denoising capabilities across various scenarios. By comparing the performance of these filters on the same dataset, we aimed to provide a thorough analysis and identification of the most effective approach for ECG denoising. Two kinds of noises were introduced to such segments: 1-stationary white Gaussian noise and 2-non-stationary real muscle artifact noise. For evaluation, four comparable measures namely the SNR improvement, PRD, correlation coefficient and MSEWPRD were employed. The findings demonstrated that the suggested algorithm outperforms the EKF/EKS, EnKF/EnKS, UKF/UKS methods in both stationary and nonstationary environments regarding SNR improvement, PRD, correlation coefficient and MSEWPRD metrics.</p>","PeriodicalId":46898,"journal":{"name":"Biomedical Engineering Letters","volume":"14 4","pages":"689-705"},"PeriodicalIF":3.2,"publicationDate":"2024-03-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11550304/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142630400","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A pilot study: effect of somatosensory loss on motor corrections in response to unknown loads in a reaching task by chronic stroke survivors. 试点研究:体感缺失对慢性中风幸存者在伸手任务中对未知负荷的运动修正的影响。
IF 4.6 4区 医学
Biomedical Engineering Letters Pub Date : 2024-01-22 eCollection Date: 2024-05-01 DOI: 10.1007/s13534-024-00348-5
Keonyoung Oh, William Zev Rymer, Junho Choi
{"title":"A pilot study: effect of somatosensory loss on motor corrections in response to unknown loads in a reaching task by chronic stroke survivors.","authors":"Keonyoung Oh, William Zev Rymer, Junho Choi","doi":"10.1007/s13534-024-00348-5","DOIUrl":"https://doi.org/10.1007/s13534-024-00348-5","url":null,"abstract":"<p><p>Despite recent studies indicating a significant correlation between somatosensory deficits and rehabilitation outcomes, how prevailing somatosensory deficits affect stroke survivors' ability to correct their movements and recover overall remains unclear. To explore how major deficits in somatosensory systems impede stroke survivors' motor correction to various external loads, we conducted a study with 13 chronic stroke survivors who had hemiparesis. An inertial, elastic, or viscous load, which was designed to impose perturbing forces with various force profiles, was introduced unexpectedly during the reaching task using a programmable haptic robot. Participants' proprioception and cutaneous sensation were also assessed using passive movement detection, finger-to-nose, mirror, repositioning, and Weinstein pressure tests. These measures were then analyzed to determine whether the somatosensory measures significantly correlated with the estimated reaching performance parameters, such as initial directional error, positional deviation, velocity deviations, and speed of motor correction were measured. Of 13 participants, 5 had impaired proprioception, as they could not recognize the passive movement of their elbow joint, and they kept showing larger initial directional errors even after the familiarization block. Such continuously found inaccurate initial movement direction might be correlated with the inability to develop the spatial body map especially for calculating the initial joint torques when starting the reaching movement. Regardless of whether proprioception was impaired or not, all participants could show the stabilized, constant reaching movement trajectories. This highlights the role of proprioception especially in the execution of a planned movement at the early stage of reaching movement.</p>","PeriodicalId":46898,"journal":{"name":"Biomedical Engineering Letters","volume":"14 3","pages":"523-535"},"PeriodicalIF":4.6,"publicationDate":"2024-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11026319/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140871810","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
L2NLF: a novel linear-to-nonlinear framework for multi-modal medical image registration L2NLF:用于多模态医学图像配准的新型线性到非线性框架
IF 4.6 4区 医学
Biomedical Engineering Letters Pub Date : 2024-01-10 DOI: 10.1007/s13534-023-00344-1
Liwei Deng, Yanchao Zou, Xin Yang, Jing Wang, Sijuan Huang
{"title":"L2NLF: a novel linear-to-nonlinear framework for multi-modal medical image registration","authors":"Liwei Deng, Yanchao Zou, Xin Yang, Jing Wang, Sijuan Huang","doi":"10.1007/s13534-023-00344-1","DOIUrl":"https://doi.org/10.1007/s13534-023-00344-1","url":null,"abstract":"","PeriodicalId":46898,"journal":{"name":"Biomedical Engineering Letters","volume":"6 6","pages":""},"PeriodicalIF":4.6,"publicationDate":"2024-01-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139439988","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
CI-UNet: melding convnext and cross-dimensional attention for robust medical image segmentation CI-UNet:融合 convnext 和跨维注意力,实现鲁棒医学图像分割
IF 4.6 4区 医学
Biomedical Engineering Letters Pub Date : 2024-01-08 DOI: 10.1007/s13534-023-00341-4
Zhuo Zhang, Yihan Wen, Xiaochen Zhang, Quanfeng Ma
{"title":"CI-UNet: melding convnext and cross-dimensional attention for robust medical image segmentation","authors":"Zhuo Zhang, Yihan Wen, Xiaochen Zhang, Quanfeng Ma","doi":"10.1007/s13534-023-00341-4","DOIUrl":"https://doi.org/10.1007/s13534-023-00341-4","url":null,"abstract":"","PeriodicalId":46898,"journal":{"name":"Biomedical Engineering Letters","volume":"39 8","pages":""},"PeriodicalIF":4.6,"publicationDate":"2024-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139447644","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信