GIỚI THIỆU
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Bà Trần Thị Thảo nhận học vị Tiến sĩ Kỹ thuật Điện năm 2016 của trường Đại học Quốc Lập Trung Ương Đài Loan. Hiện tại Bà Trần Thị Thảo là Giảng viên cao cấp tại Khoa Tự động hóa, Trường Điện - Điện tử, Đại học Bách khoa Hà Nội. Các hướng nghiên cứu quan tâm hiện tại bao gồm: Thị giác máy tính, AI, Kỹ thuật học sâu, Xử lý tín hiệu, Xử lý ảnh. |
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CÁC CÔNG TRÌNH KHOA HỌC TIÊU BIỂU
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Manh-Hung Vu, Thi-Thao Tran, Van-Truong Pham, Men-Tzung Lo, "Multi-level Few-Shot Model with Selective Aggregation Feature for Bearing Fault Diagnosis under Limited Data Condition," IEEE Sensors Letters, (Accepted), Nov. 2024. Manh-Hung Vu, Van-Quang Nguyen, Thi-Thao Tran, Van-Truong Pham, Men-Tzung Lo, "Few-Shot Bearing Fault Diagnosis via Ensembling Transformer-based Model with Mahalanobis Distance Metric Learning from Multiscale Features," IEEE Transactions on Instrumentation and Measurement, Volume: 73, 2024.
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Tien-Viet Pham, Tu-Ngoc Vu, Hoang-Minh-Quang Le, Van-Truong Pham, Thi-Thao Tran, "CapNet: An Automatic Attention-based with Mixer Model for Cardiovascular Magnetic Resonance Image Segmentation," Journal of Imaging Informatics in Medicine, 2024
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Viet-Thanh Nguyen, Van-Truong Pham, and Thi-Thao Tran. "AC-MambaSeg: An adaptive convolution and Mamba-based architecture for enhanced skin lesion segmentation." GTSD 2024 (accepted), arXiv preprint arXiv:2405.03011 (2024).
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Binh-Duong Dinh, Thanh-Thu Nguyen, Thi-Thao Tran, Van-Truong Pham, "1M parameters are enough? A lightweight CNN-based model for medical image segmentation," Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), 2023.
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Do-Hai-Ninh Nham, Minh-Nhat Trinh, Viet-Dung Nguyen, Van-Truong Pham, Thi-Thao Tran, "An EfficientNet-encoder U-Net Joint Residual Refinement Module with Tversky-Kahneman Baroni–Urbani–Buser Loss for Biomedical Image Segmentation," Biomedical Signal Processing and Control, vol. 83, 2023.
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Thi-Thao Tran, Van-Truong Pham, "Fully Convolutional Neural Network with Attention Gate and Fuzzy Active Contour Model for Skin Lesion Segmentation," Multimedia Tools and Applications, vol. 81, pp. 13979-13999, 2022
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Van-Truong Pham, Thi-Thao Tran, Pa-Chun Wang, Po-Yu Chen, Men-Tzung Lo, "EAR-UNet: A Deep Learning-based Approach for Segmentation of Tympanic Membranes from Otoscopic Images," Artificial Intelligence In Medicine, vol. 115, 102065, May 2021.
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Hong-Phuc Lai, Thi-Thao Tran, Van-Truong Pham, "Axial Attention MLP-Mixer: A New Architecture for Image Segmentation," The 9th International Conference on Communications and Electronics (ICCE22), 2022
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Van-Truong Pham, Thi-Thao Tran, Pa-Chun Wang, Men-Tzung Lo, "Tympanic Membrane Segmentation in Otoscopic Images based on Fully Convolutional Network with Active Contour Loss," Signal, Image and Video Processing, vol. 15, no. 3, pp. 519–527, 2021.
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Van-Truong Pham, Chen Lin, Thi-Thao Tran, Mao-Yuan Su, Ying-Kuang Lin, Chun-Tung Nien, Wen-Yih Tseng, Jiunn-Lee Lin, Men-Tzung Lo, Lian-Yu Lin, "Predicting Ventricular Tachyarrhythmia in Patients with Systolic Heart Failure based on Texture Features of the Gray Zone from Contrast-Enhanced Magnetic Resonance Imaging," Journal of Cardiology, vol. 76, no. 6, pp. 601-609, 2020.
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Duy Khang Nguyen, Thi-Thao Tran, Cong Phuong Nguyen, Van-Truong Pham, “Skin Lesion Segmentation based on Integrating EfficientNet and Residual block into U-Net Neural Network,” 5th International Conference on Green Technology and Sustainable Development (GTSD), 2020.
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Chen Lin, Pei-Feng Lin, Chen-Hsu Wang, Chung-Hau Juan, Thi-Thao Tran, Van-Truong Pham, Chun-Tung Nien, Yenn-Jiang Lin, Cheng-Yen Wang, Chien-Hung Yeh, Men-Tzung Lo,"Probing age-related changes in cardio-respiratory dynamics by multimodal coupling assessment," Chaos: An Interdisciplinary Journal of Nonlinear Science, vol. 30, no. 3, pp. 1-15, 2020.
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Quoc Cuong Ninh, Thi-Thao Tran, Tien Thanh Tran, Thi Anh Xuan Tran, Van-Truong Pham, "Skin Lesion Segmentation Based on Modification of SegNet Neural Networks ", 6th NAFOSTED Conference on Information and Computer Science (NICS), 2019.
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Thi-Thao Tran, Van-Truong Pham, Chen Lin, Hui-Wen Yang, Yung-Hung Wang, Kuo-Kai Shyu, Wen-Yih Tseng, Mao-Yuan Su, Lian-Yu Lin, Men-Tzung Lo, "Empirical Mode Decomposition and Monogenic Signal based Approach for Quantification of Myocardial Infarction from MR Images," IEEE Journal of Biomedical and Health Informatics, vol. 23, no. 2, pp. 731-743, 2019.
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Thi-Thao Tran, Te-Yung Fang, Van-Truong Pham, Chen Lin, Pa-Chun Wang, Men-Tzung Lo, "Development of an Automatic Diagnostic Algorithm for Pediatric Otitis Media," Otology & Neurotology, vol. 39, no. 8, pp. 1060-1065, 2018.
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Hsu-Wen V.Young, Ke-Hsin Hsu, Van-Truong Pham, Thi-Thao Tran, Men-Tzung Lo, “A new approach to sparse decomposition of nonstationary signals with multiple scale structures using self-consistent nonlinear waves,” Physica A: Statistical Mechanics and its Applications, vol. 481, pp. 1-10, 1 September 2017.
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Van-Truong Pham, Thi-Thao Tran, Kuo-Kai Shyu, Chen-Lin, Pa-Chun Wang, Men-Tzung Lo, “Shape Collaborative Representation with Fuzzy Energy based Active Contour Model,” Engineering Applications of Artificial Intelligence, vol. 56, pp. 60-74, 2016.
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Lian-Yu Lin, Mao-Yuan Su, Van-Truong Pham, Thi-Thao Tran, Yung-Hung Wang, Wen-Yih Tseng, Men-Tzung Lo, Jiunn-Lee Lin, "Endocardial Remodeling in Heart Failure Patients With Impaired and Preserved Left Ventricular Systolic Function - A Magnetic Resonance Image Study," Scientific Reports, (doi:10.1038/srep20868), 2016.
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Van-Truong Pham, Thi-Thao Tran, “Active contour model and nonlinear shape priors with application to left ventricle segmentation in cardiac MR images,” Optik-International Journal for Light and Electron Optics, vol. 127, no. 3, pp. 991-1002, 2016.
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Van-Truong Pham, Thi-Thao Tran, Kuo-Kai Shyu, Lian-Yu Lin, Yung-Hung Wang, Men-Tzung Lo “Multiphase B-Spline Level Set and Incremental Shape Priors with Applications to Segmentation and Tracking of Left Ventricle in Cardiac MR Images,” Machine Vision and Applications, vol. 25, no. 8, pp. 1967-1987, 2014.
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Thi-Thao Tran, Van-Truong Pham, Kuo-Kai Shyu, “Image Segmentation using Fuzzy Energy-based Active Contour with Shape Prior,” Journal of Visual Communication and Image Representation, vol. 25, no. 7, pp. 1732-1745, 2014.
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Yi-Chung Chang, Leh-Kiong Huo, Van-Truong Pham, Yunn-Jy Chen, Sun-Fen Jiang, Tiffany Ting-Fang Shih, Thi-Thao Tran, Yung-Hung Wang, Chen Lin, Jenho Tsao, Men-Tzung Lo, Pa-Chun Wang, “Synchronized imaging and acoustic analysis of the upper airway in patients with sleep-disordered breathing,” Physiological Measurement, vol.35, no. 12, pp. 2501-2512, 2014.
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Thi-Thao Tran, Van-Truong Pham, Kuo-Kai Shyu, “Zernike Moment and Local Distribution Fuzzy Energy based Active Contours for Image Segmentation,” Signal, Image and Video Processing, vol. 8, no. 1, pp. 11-25, 2014.
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Thi-Thao Tran, Van-Truong Pham, Kuo-Kai Shyu, “Moment-based Alignment for Shape Prior with Variational B-Spline Level Set,” Machine Vision and Applications, vol. 24, no. 5, pp. 1075-1091, 2013.
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Kuo-Kai Shyu, Juu-Kuh Lin, Van-Truong Pham, Thi-Thao Tran, Li-Jen Shang, “Evolution of Local to Global Minimum Torque Ripples of Direct Torque Control for Induction Motor Drives,” Journal of the Chinese Institute of Engineers, vol. 36, no. 5, pp. 608-615, 2013.
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Kuo-Kai Shyu, Van-Truong Pham, Thi-Thao Tran, Po-Lei Lee, “Unsupervised Active Contours Driven by Density Distance and Local Fitting Energy with Applications to Medical Image Segmentation,” Machine Vision and Applications, vol. 23, No.6, pp.1159-1175, 2012.
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Kuo-Kai Shyu, Van-Truong Pham, Thi-Thao Tran, Po-Lei Lee, “Global and Local Fuzzy Energy-based Active Contours for Image Segmentation,” Nonlinear Dynamics, vol. 67, no. 2, pp. 1559-1578, 2012.
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Kuo-Kai Shyu, Thi-Thao Tran, Van-Truong Pham, Po-Lei Lee, Li-Jen Shang, “Fuzzy Distribution Fitting Energy-based Active Contours for Image Segmentation,” Nonlinear Dynamics, Vol. 69. No. 1-2, pp. 295-312, 2012.
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GIẢNG DẠY
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LĨNH VỰC NGHIÊN CỨU
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NHÓM CHUYÊN MÔN
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LAB NGHIÊN CỨU
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Xử lý tín hiệu, thông tin và nội dung đa phương tiện Link IPSAL: https://sites.google.com/view/ipsal/
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