Biography
I am a Ph.D. candidate at Department of Electronic Engineering, The Chinese University of Hong Kong, advised by Prof. Hongliang Ren and Prof. Jiewen Lai. I also work closely with Dr. Mobarakol Islam at WEISS Centre, University College London. Previously, I received the B. Sc. degree in Opto-Electronics Information Science and Engineering from Beijing Institute of Technology in 2021, advised by Prof. Kun Gao. I was also an undergraduate research intern at Department of Electrical and Computer Engineering, University of Miami, working with Prof. Mohamed Abdel-Mottaleb.
My research interests include artificial intelligence and its applications in medical image computing, robotic perception, and surgical data science. I recently work on large vision-language models and low-level vision.
News
-
[02/2024] One paper CAT-SD is accepted by IEEE TMI.
-
[02/2024] One paper EndoOOD is accepted by ISBI 2024.
-
[01/2024] The preprint of our Endo-4DGS is online.
-
[01/2024] One paper OSSAR is accepted by ICRA 2024.
-
[01/2024] One paper on AI-assisted needle insertion simulator is accepted by IEEE Sensors Journal.
-
[12/2023] One paper Surgical-DINO is early accepted by IPCAI 2024.
-
[12/2023] One paper on style transfer for VR is accepted by HCII 2024.
-
[10/2023] One paper on multimodal image fusion is accepted by IEEE Sensors Journal.
-
[09/2023] One paper on pain communication is accepted by Frontiers in Physiology.
-
[08/2023] One paper EndoCSS is accepted by Computers in Biology and Medicine.
-
[07/2023] One paper AdaptPoint is accepted by ICCV 2023.
-
[07/2023] I passed my Ph.D. proposal defense and became a Ph.D. candidate!
-
[07/2023] We presented two accepted papers in ICBIR 2023. Our work on Intubation Landmark Detection won the ICBIR 2023 Best Student Paper Award!
-
[06/2023] One paper on CT airway extraction is accepted by Artificial Intelligence in Medicine.
-
[06/2023] Two papers on pulmonary vessel segmentation and oropharyngeal organ sim-to-real segmentation are accepted by Medical & Biological Engineering & Computing.
-
[06/2023] Three papers LLCaps, CAT-ViL and CS-VQLA are accepted by MICCAI 2023 (including one oral presentation).
-
[06/2023] One paper on deep learning-assisted micro force sensing is accepted by IEEE TIM.
-
[06/2023] Our poster on sim-to-real segmentation of oropharyngeal organs won the Best Poster Award in ICRA 2023 Workshop on Surgical Robotics.
-
[01/2023] One paper Surgical-VQLA is accepted by ICRA 2023 (IEEE RAS Travel Grant Award).
-
[01/2023] One poster is accepted by IEEE VR 2023.
-
[10/2022] One paper on reinforcement learning and stomach coverage of WCE is accepted by ROBIO 2022.
Selected Publications [Find full list at Google Scholar]
-
Endo-4DGS: Endoscopic Monocular Scene Reconstruction with 4D Gaussian Splatting
Yiming Huang†, Beilei Cui†, Long Bai†, Ziqi Guo, Mengya Xu, Hongliang Ren
Preprint, 2024.
-
Privacy-Preserving Synthetic Continual Semantic Segmentation for Robotic Surgery
Mengya Xu†, Mobarakol Islam†, Long Bai, Hongliang Ren
IEEE Transactions on Medical Imaging (TMI), 2024.
[Code]
-
EndoOOD: Uncertainty-aware Out-of-distribution Detection in Capsule Endoscopy Diagnosis
Qiaozhi Tan†, Long Bai†, Guankun Wang†, Mobarakol Islam, Hongliang Ren
IEEE International Symposium on Biomedical Imaging (IBSI), 2024.
-
OSSAR: Towards Open-Set Surgical Activity Recognition in Robot-assisted Surgery
Long Bai†, Guankun Wang†, Jie Wang, Xiaoxiao Yang, Huxin Gao, Xin Liang, An Wang, Mobarakol Islam, Hongliang Ren
IEEE International Conference on Robotics and Automation (ICRA), 2024.
(IEEE RAS Travel Grant Award)
[Code]
-
Surgical-DINO: Adapter Learning of Foundation Models for Depth Estimation in Endoscopic Surgery
Beilei Cui†, Mobarakol Islam†, Long Bai, Hongliang Ren
International Conference on Information Processing in Computer-Assisted Interventions (IPCAI), 2024.
[Code]
-
Rethinking Exemplars for Continual Semantic Segmentation in Endoscopy Scenes: Entropy-based Mini-Batch Pseudo-Replay
Guankun Wang†, Long Bai†, Yanan Wu, Tong Chen, Hongliang Ren
Computers in Biology and Medicine (CBM), 2023.
-
Sample-adaptive Augmentation for Point Cloud Recognition Against Real-world Corruptions
Jie Wang, Lihe Ding, Tingfa Xu, Shaocong Dong, Xinli Xu, Long Bai, Jianan Li
International Conference on Computer Vision (ICCV), 2023.
[Code]
-
LLCaps: Learning to Illuminate Low-Light Capsule Endoscopy with Curved Wavelet Attention and Reverse Diffusion
Long Bai†, Tong Chen†, Yanan Wu, An Wang, Mobarakol Islam, Hongliang Ren
Medical Image Computing and Computer Assisted Intervention (MICCAI), 2023.
(Oral, Top 3%)
[Code]
-
CAT-ViL: Co-Attention Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic Surgery
Long Bai†, Mobarakol Islam†, Hongliang Ren
Medical Image Computing and Computer Assisted Intervention (MICCAI), 2023.
[Code]
-
Revisiting Distillation for Continual Learning on Visual Question Localized-Answering in Robotic Surgery
Long Bai†, Mobarakol Islam†, Hongliang Ren
Medical Image Computing and Computer Assisted Intervention (MICCAI), 2023.
[Code]
-
Landmark Detection using Transformer Toward Robot-assisted Nasal Airway Intubation
Tianhang Liu, Hechen Li, Long Bai, Yanan Wu, An Wang, Mobarakol Islam, Hongliang Ren
International Conference on Biomimetic Intelligence and Robotics & Medical Robotics Forum (ICBIR), 2023.
(Best Student Paper Award)
[Code]
-
Domain Adaptive Sim-to-Real Segmentation of Oropharyngeal Organs Towards Robot-assisted Intubation
Guankun Wang, Tian-Ao Ren, Jiewen Lai, Long Bai, Hongliang Ren
IEEE ICRA Workshop on New Evolutions in Surgical Robotics , 2023.
(Best Poster Award)
[Dataset]
-
Surgical-VQLA: Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic Surgery
Long Bai†, Mobarakol Islam†, Lalithkumar Seenivasan, Hongliang Ren
IEEE International Conference on Robotics and Automation (ICRA), 2023.
(IEEE RAS Travel Grant Award)
[Code]
† indicates equal contribution; * indicates corresponding authorship.
Selected Awards
2024, IEEE ICRA RAS Travel Grants Award |
2023, ICBIR Best Student Paper Award |
2023, Best Poster Award of IEEE ICRA Workshop on Surgical Robotics |
2023, IEEE ICRA RAS Travel Grants Award |
2021, Merit Award of EMedIC Global |
2021-2025, CUHK Vice-Chancellor's Ph.D. Scholarship Scheme |
Professional Services
Regular Conference Reviewer:
MICCAI, ICRA, IROS, IPCAI, CHI, VR, CSCW, ETRA, IUI
Regular Journal Reviewer:
IEEE TMI, IEEE TCSVT, IEEE TIM, IEEE RAL, IEEE OJIM, IEEE Sensors Journal, Information Fusion, Information Sciences, MBEC, JSCE, JMRR
Selected Talks
Surgical Visual Question Localized-Answering.
Pre-ICRA Online, May. 2023.
Lifelong Learning: Background, Methodology and Applications.
Hong Kong University of Science and Technology (HKUST), Oct. 2022.
Teaching
Teaching Assistant:
2023-2024 | Spring | ELEG5600 | Advanced Perception for Intelligent Robotics |
2023-2024 | Fall | ENGG2760 | Probability for Engineers |
2022-2023 | Spring | ELEG5757 | Intelligent Wearable Electronics |
2022-2023 | Fall | ENGG2760 | Probability for Engineers |
2021-2022 | Spring | ELEG3201 | Microelectronic Devices and Circuits |
2021-2022 | Fall | ENGG2760 | Probability for Engineers |
Mentees:
Qiaozhi Tan (Intern 2023-2024) | -> Incoming Ph.D. Student, CityU HK |
Tianhang Liu (CUHK M.Sc. 2022-2023) | -> R&D, ASTRI HK |
Guankun Wang (Intern 2022-2023) | -> Ph.D. Student, CUHK |
Yuanhao Zhao (CUHK M.Sc. 2021-2022) | -> R&D, Samsung China |
Liangyu Wang (CUHK M.Sc. 2021-2022) | -> Ph.D. Student, KAUST |
Tong Chen (Intern 2021-2022) | -> M.Phil. Student, USYD |
© Long Bai | Last updated: Mar 2024