2024
An integrative data-driven model simulating C. elegans brain, body and environment interactions
Mengdi Zhao, Ning Wang, Xinrui Jiang, Xiaoyang Ma, Haixin Ma, Gan He, Kai Du, Lei Ma* & Tiejun Huang
Nature Computational Science
System-level time computation and representation in the suprachiasmatic nucleus revealed by large-scale calcium imaging and machine learning.
Zichen Wang, Jing Yu, Muyue Zhai, Zehua Wang, Kaiwen Sheng, Yu Zhu, Tianyu Wang, Mianzhi Liu, Lu Wang, Miao Yan, Jue Zhang, Ying Xu, Xianhua Wang, Lei Ma*, Wei Hu* & Heping Cheng*.
Cell Research
Embedded prompt tuning: Towards enhanced calibration of pretrained models for medical images.
Wenqiang Zu#, Shenghao Xie#, Qing Zhao#, Guoqi Li, Lei Ma*
Medical Image Analysis
A Bayesian Approach Toward Robust Multidimensional Ellipsoid-Specific Fitting.
Mingyang Zhao , Xiaohong Jia* , Lei Ma , Yuke Shi, Jingen Jiang, Qizhai Li, Dong-Ming Yan , and Tiejun Huang.
IEEE Transactions on Pattern Analysis and Machine Intelligence
Optimization-Based Pairwise Interaction Point Process (O-PIPP): A Precise and Universal Retinal Mosaic Modeling Approach.
Liuyuan He, Wenyao Wang, Lei Ma*, Tiejun Huang.
Investigative Ophthalmology & Visual Science
Coherent chord computation and cross ratio for accurate ellipse detection.
Mingyang Zhao, Xiaohong Jia∗, Lei Ma∗ , Li-Ming Hu, Dong-Ming Yan
Pattern Recognition
Light Flickering Guided Reflection Removal.
Yuchen Hong, Yakun Chang, Jinxiu Liang, Lei Ma*, Tiejun Huang & Boxin Shi
Int J Comput Vis.(IJCV) 2024
PRTGS: Precomputed Radiance Transfer of Gaussian Splats for Real-Time High-Quality Relighting.
Yijia Guo, Yuanxi Bai, Liwen Hu, Guo Ziyi, Mianzhi Liu, Yu Cai, Tiejun Huang, Lei Ma*
ACM Int Conf Multimedia.(MM) 2024
Learning to Robustly Reconstruct Dynamic Scenes from Low-light Spike Streams.
Liwen Hu, Ziluo Ding, Mianzhi Liu, Lei Ma*, Tiejun Huang
ECCV2024
Correspondence-Free Non-Rigid Point Set Registration Using Unsupervised Clustering Analysis.
Mingyang Zhao, Jingen Jiang, Lei Ma*, Shiqing Xin, Gaofeng Meng, Dong-Ming Yan.
CVPR 2024 Highlight
SCSim: A Realistic Spike Cameras Simulator.
Liwen Hu, Lei Ma*, Yijia Guo, Tiejun Huang
ICME 2024 (Oral)
Spike-NeRF: Neural Radiance Field Based On Spike Camera.
Yijia Guo, Yuanxi Bai, Liwen Hu, Mianzhi Liu, Ziyi Guo, Lei Ma*
ICME 2024 (Oral)
ShapeMamba-EM: Fine-Tuning Foundation Model with Local Shape Descriptors and Mamba Blocks for 3D EM Image Segmentation.
Ruohua Shi, Qiufan Pang, Lei Ma, Lingyu Duan, Tiejun Huang & Tingting Jiang
MICCAI 2024
Unsupervised Optical Flow Estimation with Dynamic Timing Representation for Spike Camera.
Lujie Xia, Ziluo Ding, Rui Zhao, Jiyuan Zhang, Lei Ma, Zhaofei Yu, Tiejun Huang, Ruiqin Xiong
NIPS 2024
Med-UniC: Unifying Cross-Lingual Medical Vision-Language Pre-Training by Diminishing Bias.
Zhongwei Wan, Che Liu, Mi Zhang, Jie Fu, Benyou Wang, Sibo Cheng, Lei Ma, César Quilodrán-Casas, Rossella Arcucci
NIPS 2024
Towards Unifying Understanding and Generation in the Era of Vision Foundation Models: A Survey from the Autoregression Perspective.
Shenghao Xie, Wenqiang Zu, Mingyang Zhao, Duo Su, Shilong Liu, Ruohua Shi, Guoqi Li, Shanghang Zhang, Lei Ma
arXiv preprint arXiv:2410.22217
PathoDuet: Foundation models for pathological slide analysis of H&E and IHC stains
Shengyi Hua , Fang Yan , Tianle Shen , Lei Ma , Xiaofan Zhang
Medical Image Analysis
2023
A GPU-based computational framework that bridges Neuron simulation and Artificial Intelligence.
Yichen Zhang#, Gan He#, Lei Ma#, Xiaofei Liu, JJ Johannes Hjorth, Alexander Kozlov, Yutao He, Shenjian Zhang, Jeanette Hellgren Kotaleski, Yonghong Tian, Sten Grillner, Kai Du, Tiejun Huang.
Nature Communications
Coherent chord computation and cross ratio for accurate ellipse detection.
Mingyang Zhao, Xiaohong Jia*, Lei Ma*, Li-Ming Hu, Dong-Ming Yan
Pattern Recognition
Advanced prompting as a catalyst: Empowering large language models in the management of gastrointestinal cancers.
Jiajia Yuan, Peng Bao, Zifan Chen, etc., Lei Ma, Bin Dong.
The Innovation Medicine
Efficient Video Transformers via Spatial-Temporal Token Merging for Action Recognition.
Zhanzhou Feng, Jiamin Xu, Lei Ma, Shiliang Zhang
ACM Transactions on Multimedia Computing, Communications and Applications
Accurate Registration of Cross-Modality Geometry via Consistent Clustering.
MingyangZhao ,Xiaoshui Huang , Jingen Jiang , Luntian Mou , Dong-Ming Yan , Lei Ma*.
IEEE Transactions on Visualization and Computer Graphics
Algorithms for single machine scheduling problem with release dates and submodular penalties.
Xiaofei Liu, Man Xiao, Weidong Li, Yaoyu Zhu, Lei Ma*.
Journal of Combinatorial Optimization
PS-Net: human perception-guided segmentation network for EM cell membrane.
Ruohua Shi, Keyan Bi, Kai Du, Lei Ma, Fang Fang, Lingyu Duan, Tingting Jiang*, Tiejun Huang.
Bioinformatics
Spike Camera Image Reconstruction Using Deep Spiking Neural Networks.
Rui Zhao, Ruiqin Xiong*, Jian Zhang, Zhaofei Yu, Shuyu Zhu, Lei Ma, Tiejun Huang.
IEEE Transactions on Circuits and Systems for Video Technology
Med-UniC: Unifying Cross-Lingual Medical Vision-Language Pre-Training by Diminishing Bias.
Zhongwei Wan, Che Liu, Mi Zhang, Jie Fu, Benyou Wang, Sibo Cheng, Lei Ma, César Quilodrán-Casas, Rossella Arcucci.
NeurIPS 2023
Unsupervised Optical Flow Estimation with Dynamic Timing Representation for Spike Camera.
Lujie Xia, Ziluo Ding, Rui Zhao, Jiyuan Zhang, Lei Ma, Zhaofei Yu, Tiejun Huang, Ruiqin Xiong.
NeurIPS 2023
Driver Emotion Recognition with a Hybrid Attentional Multimodal Fusion Framework.
Luntian Mou, Yiyuan Zhao, Chao Zhou, Bahareh Nakisa, Mohammad Naim Rastgoo, Lei Ma, Tiejun Huang, Baocai Yin, Ramesh Jain, Wen Gao.
IEEE Transactions on Affective Computing
2022
GraphReg: Dynamical Point Cloud Registration with Geometry-aware Graph Signal Processing.
Mingyang Zhao, Lei Ma*, Xiaohong Jia, Dong-Ming Yan*, and Tiejun Huang.
IEEE Transactions on Image Processing
GraphReg: Dynamical Point Cloud Registration with Geometry-aware Graph Signal Processing.
Mingyang Zhao, Lei Ma*, Xiaohong Jia, Dong-Ming Yan*, and Tiejun Huang.
IEEE Transactions on Image Processing
A Theoretical Model Reveals Specialized Synaptic Depressions and Temporal Frequency Tuning in Retinal Parallel Channels.
Liuyuan He, Yutao He, Lei Ma*, Tiejun Huang.
Front. Comput. Neurosci.
Hybrid High Dynamic Range Imaging fusing Neuromorphic and Conventional Images.
Jin Han, Yixin Yang, Chu Zhou, Peiqi Duan, Lei Ma, Chao Xu, Tiejun Huang, Imari Sato, and Boxin Shi*.
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
Quantization Framework for Fast Spiking Neural Networks.
Chen Li; Lei Ma; Steve Furber;
Front. Neurosci.
On-line Single Machine Scheduling with Release Dates and Submodular Rejection Penalties.
Xiaofei Liu, Yaoyu Zhu, Weidong Li, Lei Ma*.
AAIM 2022
In Silico Mechanisms of Arsenic Trioxide-Induced Cardiotoxicity.
Yacong Li, Runlan Wan, Jun Liu*, Weichao Liu*, Lei Ma, and Henggui Zhang*.
Frontiers in Physiology
1000x Faster Camera and Machine Vision with Ordinary Devices.
Tiejun Huang; Yajing Zheng; Zhaofei Yu; Rui Chen; Yuan Li; Ruiqin Xiong; Lei Ma; Junwei Zhao; Siwei Dong; Lin Zhu; Jianing Li; Shanshan Jia; Yihua Fu; Boxin Shi; Si Wu; Yonghong Tian.
Engineering
AMSA: Adaptive Multimodal Learning for Sentiment Analysis.
Jingyao Wang, Luntian Mou, Lei Ma, Tiejun Huang, Wen Gao.
ACM Transactions on Multimedia Computing, Communications, and Applications
Advances in spike vision.
Tiejun Huang, Zhaofei Yu, Yuan Li, Boxin Shi, Ruiqin Xiong, Lei Ma, Wei Wang.
Journal of Image and Graphics
Optical flow estimation for spiking camera.
Liwen Hu#, Rui Zhao#, Ziluo Ding, Lei Ma*, Boxin Shi, Ruiqin Xiong, and Tiejun Huang.
CVPR 2022
Modeling the Detection Capability of High-Speed Spiking Cameras.
Junwei Zhao; Zhaofei Yu*; Lei Ma*; Ziluo Ding; Shiliang Zhang; Yonghong Tian; Tiejun Huang.
ICASSP 2022
SpikingSIM: a Bio-Inspired Spiking Simulator.
Junwei Zhao; Shiliang Zhang*; Lei Ma*; Zhaofei Yu; Tiejun Huang.
ISCAS 2022
Effect of arsenic trioxide on human ventricular myocytes: a model study.
Yacong Li, Jun Liu*, Runlan Wan, Lei Ma, Henggui Zhang*.
BIBM 2022
Effect of cell coupling between pacemaker cells on the biological pacemaker in cardiac tissue model.
Yacong Li, Qince Li, Kuanquan Wang, Lei Ma, Henggui Zhang*
BIBM 2022