About Me
I'm a colorectal surgeon and surgical data scientist building at the intersection of clinical medicine and AI. I develop software tools for preoperative surgical planning and postoperative patient care, and I'm currently pursuing a part-time CS PhD at National Cheng Kung University (NCKU) with a focus on applying deep learning to surgical video analysis.
Research Interests
Software & Engineering
ctpelvimetry
↗Fully automated CT-based pelvimetry pipeline for quantifying mid-pelvic surgical workspace. Published on PyPI; companion paper accepted in IJCARS.
Shadex
Clinical statistical analysis SaaS platform with automated Table 1, regression, and survival modules. Taiwan Patent M676321.
Hemorrhoids PostOp PWA
AI-powered postoperative care app with RAG-based chatbot for patient self-management. IRB-approved pilot study.
Current Position
- Attending Surgeon, Division of Colorectal Surgery, Kaohsiung Veterans General Hospital
- PhD Student (part-time), Department of Computer Science, National Cheng Kung University
Education
- M.D., National Defense Medical Center
- Ph.D. in Computer Science (since 2026), National Cheng Kung University
- Certifications: PCEP (Python), Google Advanced Data Analytics, DataCamp Data Scientist
Experience
- Surgical Resident, Kaohsiung Veterans General Hospital
- Chief Resident, Colorectal Surgery, Kaohsiung Veterans General Hospital
- Attending Surgeon, Colorectal Surgery, Kaohsiung Veterans General Hospital (current)
Professional Certifications
Board-Certified Surgeon
Taiwan Surgical Association (TSA)
Board-Certified Colorectal Surgeon
Taiwan Society of Colon and Rectal Surgeons (SCRSTW)
da Vinci Robotic Surgery Certified
Taiwan Society of Colon and Rectal Surgeons (SCRSTW)
da Vinci TR-100 Certified
Intuitive Surgical Official Certification
Recent Achievements
🌍 International Conferences
American Society of Colon and Rectal Surgeons (ASCRS) Annual Meeting
Poster · 2023
European Society of Coloproctology (ESCP) Annual Meeting
Poster · 2025
Japanese Society of Coloproctology (JSCP) Annual Meeting
Oral Presentation · 2025
American Society of Colon and Rectal Surgeons (ASCRS) Annual Meeting
Poster · 2026
CARS 2026: 40th International Congress on Computer Assisted Radiology and Surgery
Poster · 2026
Publications
- Huang SF, Tseng HP, Chen YH, Tan YL, Lee JP, Wu CC, Hsu CW. A scalable, annotation-free pipeline for automated CT pelvimetry: a validation study with landmark uncertainty analysis and clinical correlation. Journal of Imaging Informatics in Medicine. 2026. DOI ↗
- Huang SF, Hsu CW, Wu CC, Chen YH. Comparative effectiveness of oral fluoropyrimidines versus FOLFOX as adjuvant therapy for stage III colon cancer: a retrospective cohort study using overlap-weighted restricted mean survival time analysis. Pharmacoepidemiology and Drug Safety. 2026;35(7). DOI ↗
- Huang SF, Tseng HP, Hsu CW. A fully automated CT-based pelvimetry pipeline for quantifying mid-pelvic surgical workspace in rectal cancer. International Journal of Computer Assisted Radiology and Surgery. 2026. DOI ↗
- Huang SF, Tan YL, Hsu CW, Tseng HP, Miskovic D, Wu CC. Technical proficiency assessment of robotic intracorporeal single-stapling colorectal anastomosis using video-based RA-CUSUM. International Journal of Colorectal Disease. 2026;41(1). DOI ↗
- Huang SF, Tan YL, Hsu CW, Wu CC. Machine learning–based risk modeling for safety-focused learning curve assessment in robotic left-sided colorectal cancer surgery. Journal of Robotic Surgery. 2026;20(1). DOI ↗
- Lin CL, Chiang SW, Huang SF, Hung CY, Chiang FF. Redo Robotic Low Anterior Resection by Natural Orifice Intracorporeal Anastomosis With Extraction. Diseases of the Colon & Rectum. 2025;68(9):e1777-e1777. DOI ↗
- Wu CC, Tan YL, Hsu CW, Tseng HP, Miskovic D, Huang SF. The robotic intracorporeal single-stapled anastomosis (RiSSA) technique in robotic left-sided colorectal resection: a technical note. Annals of Coloproctology. 2025;41(4):357-360. DOI ↗
- Wu CC, Tan YL, Hsu CW, Tseng HP, Miskovic D, Huang SF. Robotic intracorporeal single-stapling versus double-stapling anastomosis in left-sided colorectal cancer: a propensity score-weighted pilot study. Journal of Robotic Surgery. 2025;19(1). DOI ↗
- Huang SF, Wu CC. Robotic intracorporeal single‐stapled anastomosis (RiSSA) and natural orifice specimen extraction (NOSE) in total mesorectal excision for rectal cancer—A video vignette. Colorectal Disease. 2024;26(12):2128-2129. DOI ↗
- Huang SF, Tsai CC. Hepatocellular Carcinoma with Hepatic Duct Tumor Thrombus. Indian Journal of Surgery. 2022;84(S2):434-435. DOI ↗
- Huang SF, Chiang CL, Lee MH. Suture granuloma mimicking local recurrence of colon cancer after open right hemicolectomy: a case report. Surgical Case Reports. 2021;7(1). DOI ↗
- Huang SF, Chu PT, Wang JH. A feasible technique for laparoscopic sigmoidectomy with natural orifice specimen extraction (NOSE)—a Video Vignette. Techniques in Coloproctology. 2021;26(2):151-152. DOI ↗
- Huang SF, Liu WC. A rare case of primary cutaneous diffuse large B-cell lymphoma, leg type, presenting as cellulitis: a case report. Journal of Surgical Case Reports. 2021;2021(6). DOI ↗
- Huang SF, Wen CY, Liao CI, Lin JC, Tsai CC. Leiomyomatosis peritonealis disseminata mimicking peritoneal carcinomatosis 13 years after laparoscopic uterine myomectomy: a case report. International Journal of Surgery Case Reports. 2021;81(C):105745. DOI ↗
- Huang SF, Hsu CW. A novel training model to simulate thread traction in colorectal endoscopic submucosal dissection – a video vignette. Colorectal Disease. 2021;23(4):1012-1012. DOI ↗