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Xia W, Xing S, Jarayathne U, Pardasani U, Peters T, Chen E. X-ray image decomposition for improved magnetic navigation. Int J Comput Assist Radiol Surg 2023:10.1007/s11548-023-02958-3. [PMID: 37222930 DOI: 10.1007/s11548-023-02958-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2023] [Accepted: 05/10/2023] [Indexed: 05/25/2023]
Abstract
PURPOSE Existing field generators (FGs) for magnetic tracking cause severe image artifacts in X-ray images. While FG with radio-lucent components significantly reduces these imaging artifacts, traces of coils and electronic components may still be visible to trained professionals. In the context of X-ray-guided interventions using magnetic tracking, we introduce a learning-based approach to further reduce traces of field-generator components from X-ray images to improve visualization and image guidance. METHODS An adversarial decomposition network was trained to separate the residual FG components (including fiducial points introduced for pose estimation), from the X-ray images. The main novelty of our approach lies in the proposed data synthesis method, which combines existing 2D patient chest X-ray and FG X-ray images to generate 20,000 synthetic images, along with ground truth (images without the FG) to effectively train the network. RESULTS For 30 real images of a torso phantom, our enhanced X-ray image after image decomposition obtained an average local PSNR of 35.04 and local SSIM of 0.97, whereas the unenhanced X-ray images averaged a local PSNR of 31.16 and local SSIM of 0.96. CONCLUSION In this study, we proposed an X-ray image decomposition method to enhance X-ray image for magnetic navigation by removing FG-induced artifacts, using a generative adversarial network. Experiments on both synthetic and real phantom data demonstrated the efficacy of our method.
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Affiliation(s)
- Wenyao Xia
- Robarts Research Institute, Western University, 100 Perth St., London, ON, N6A 5B7, Canada.
| | - Shuwei Xing
- Biomedical Engineering, Western University, 1151 Richmond St, London, ON, N6A 3K7, Canada
| | - Uditha Jarayathne
- Northern Digital Inc., 103 Randall Dr., Waterloo, ON, N2V 1C5, Canada
| | - Utsav Pardasani
- Northern Digital Inc., 103 Randall Dr., Waterloo, ON, N2V 1C5, Canada
| | - Terry Peters
- Robarts Research Institute, Western University, 100 Perth St., London, ON, N6A 5B7, Canada
- Biomedical Engineering, Western University, 1151 Richmond St, London, ON, N6A 3K7, Canada
- Medical Biophysics, Western University, 1151 Richmond St, London, ON, N6A 3K7, Canada
| | - Elvis Chen
- Robarts Research Institute, Western University, 100 Perth St., London, ON, N6A 5B7, Canada
- Biomedical Engineering, Western University, 1151 Richmond St, London, ON, N6A 3K7, Canada
- Medical Biophysics, Western University, 1151 Richmond St, London, ON, N6A 3K7, Canada
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Krumb HJ, Dorweiler B, Mukhopadhyay A. HEX: a safe research framework for hybrid EMT X-ray navigation. Int J Comput Assist Radiol Surg 2023:10.1007/s11548-023-02917-y. [PMID: 37171661 PMCID: PMC10329580 DOI: 10.1007/s11548-023-02917-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Accepted: 04/12/2023] [Indexed: 05/13/2023]
Abstract
PURPOSE Navigating with continuous X-ray provides visual guidance, but exposes both surgeon and patient to ionizing radiation, which is associated with serious health risks. Interleaving fluoro snapshots with electromagnetic tracking (EMT) potentially minimizes radiation. METHODS We propose hybrid EMT + X-ray (HEX), a research framework for navigation with an emphasis on safe experimentation. HEX is based on several hardware and software components that are orchestrated to allow for safe and efficient data acquisition. RESULTS In our study, hybrid navigation reduces radiation by [Formula: see text] with cubic, and by [Formula: see text] with linear error compensation while achieving submillimeter accuracy. Training points for compensation can be reduced by half while keeping a similar accuracy-radiation trade-off. CONCLUSION The HEX framework allows to safely and efficiently evaluate the hybrid navigation approach in simulated procedures. Complementing intraoperative X-ray with EMT significantly reduces radiation in the OR, increasing the safety of patients and surgeons.
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Affiliation(s)
- Henry J Krumb
- Computer Science Department, TU-Darmstadt, Fraunhoferstr. 5, 64283, Darmstadt, Germany.
| | | | - Anirban Mukhopadhyay
- Computer Science Department, TU-Darmstadt, Fraunhoferstr. 5, 64283, Darmstadt, Germany
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State-of-the-Art Sensors Research in Ireland. SENSORS 2022; 22:s22020629. [PMID: 35062590 PMCID: PMC8780755 DOI: 10.3390/s22020629] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Accepted: 01/05/2022] [Indexed: 12/04/2022]
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Wang Y, Cao D, Chen SL, Li YM, Zheng YW, Ohkohchi N. Current trends in three-dimensional visualization and real-time navigation as well as robot-assisted technologies in hepatobiliary surgery. World J Gastrointest Surg 2021; 13:904-922. [PMID: 34621469 PMCID: PMC8462083 DOI: 10.4240/wjgs.v13.i9.904] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/14/2021] [Revised: 04/19/2021] [Accepted: 08/02/2021] [Indexed: 02/06/2023] Open
Abstract
With the continuous development of digital medicine, minimally invasive precision and safety have become the primary development trends in hepatobiliary surgery. Due to the specificity and complexity of hepatobiliary surgery, traditional preoperative imaging techniques such as computed tomography and magnetic resonance imaging cannot meet the need for identification of fine anatomical regions. Imaging-based three-dimensional (3D) reconstruction, virtual simulation of surgery and 3D printing optimize the surgical plan through preoperative assessment, improving the controllability and safety of intraoperative operations, and in difficult-to-reach areas of the posterior and superior liver, assistive robots reproduce the surgeon's natural movements with stable cameras, reducing natural vibrations. Electromagnetic navigation in abdominal surgery solves the problem of conventional surgery still relying on direct visual observation or preoperative image assessment. We summarize and compare these recent trends in digital medical solutions for the future development and refinement of digital medicine in hepatobiliary surgery.
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Affiliation(s)
- Yun Wang
- Institute of Regenerative Medicine, and Affiliated Hospital of Jiangsu University, Jiangsu University, Zhenjiang 212001, Jiangsu Province, China
| | - Di Cao
- Institute of Regenerative Medicine, and Affiliated Hospital of Jiangsu University, Jiangsu University, Zhenjiang 212001, Jiangsu Province, China
| | - Si-Lin Chen
- Institute of Regenerative Medicine, and Affiliated Hospital of Jiangsu University, Jiangsu University, Zhenjiang 212001, Jiangsu Province, China
| | - Yu-Mei Li
- Institute of Regenerative Medicine, and Affiliated Hospital of Jiangsu University, Jiangsu University, Zhenjiang 212001, Jiangsu Province, China
| | - Yun-Wen Zheng
- Institute of Regenerative Medicine, and Affiliated Hospital of Jiangsu University, Jiangsu University, Zhenjiang 212001, Jiangsu Province, China
- Department of Gastrointestinal and Hepato-Biliary-Pancreatic Surgery, Faculty of Medicine, University of Tsukuba, Tsukuba 305-8575, Ibaraki, Japan
- Guangdong Provincial Key Laboratory of Large Animal Models for Biomedicine, and School of Biotechnology and Heath Sciences, Wuyi University, Jiangmen 529020, Guangdong Province, China
- School of Medicine, Yokohama City University, Yokohama 234-0006, Kanagawa, Japan
| | - Nobuhiro Ohkohchi
- Department of Gastrointestinal and Hepato-Biliary-Pancreatic Surgery, Faculty of Medicine, University of Tsukuba, Tsukuba 305-8575, Ibaraki, Japan
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