Nagasaki University · Faculty of Information and Data Science / Graduate School of Integrated Science and Technology

Research keywordsmedical image AI・multimodal reasoning・blood smear analysis・polyp detection・histology graphs

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• Semantic and temporal-aware hybrid embedding for transformer-based sequential recommendation Smriti Vipin Madangarli,G. Suganeshwari,S. P. Syed Ibrahim,Muthu Subash Kavitha,Norio Setozaki Artificial Intelligence Review 2026年02月11日2026
• Advanced attention-enhanced model for precise polyp detection in colorectal cancer screening P. R. Sriram,Muthu Subash Kavitha,S. P. Syed Ibrahim Signal, Image and Video Processing 20巻3号 2026年03月06日2026
• Semantic and temporal-aware hybrid embedding for transformer-based sequential recommendation Smriti Vipin Madangarli,G. Suganeshwari,S. P. Syed Ibrahim,Muthu Subash Kavitha,Norio Setozaki Artificial Intelligence Review 2026年02月11日2026
• TIDE: Two-Stage Inverse Degradation Estimation with Guided Prior Disentanglement for Underwater Image Restoration Shravan Venkatraman,Rakesh Raj Madavan,Pavan Kumar S.,Muthu Subash Kavitha CVPR, New Trends in Image Restoration and Enhancement workshop 2026年06月2026

• 継続的な虚血性脳卒中評価のためのデータ節約型自己教師型深層学習システム 日本学術振興会 科学研究費助成事業 2024年04月 - 2027年03月2024
• Self Supervised AI model in plant growth analysis. Joint research with the Institute of Resource Plant Science, Okayama University. 2023年04月 - 2024年03月2023
• Artificial intelligence research in the field of medical and industrial big data, Exchange Program Nagasaki University 2022年09月 - 研究代表者2022
• アルツハイマー病診断のための深層学習によるＰＥＴ画像解析 日本学術振興会 科学研究費助成事業 特別研究員奨励費 2018年10月 - 2021年03月 研究分担者2018

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