Mingbao Lin 林明宝

Researcher
National University of Singapore

Email: linmb001[at]outlook[dot]com
[Github] [Scholar]

Biographies

04/2024 -- Now: Researcher, National University of Singapore, Singapore
Large Language Model (LLM) for general NLP tasks (Foundation Model Training, Downstream Applications)
Multimodal Model (MLLM, Diffusion) for multimodal tasks (Foundation Model Training, Training-Free/Tuning-Efficient Editting)
Model Compression/Inference Acceleration/Training Efficiency on CV (ViT, etc.), NLP (LLM etc.) and Multimodal (MLLM, Diffusion etc.) models.
07/2022 -- 04/2024: Senior Researcher, Tencent Youtu Lab, Shanghai, China
Large Language Model (LLM) for general NLP tasks (Foundation Model Training, Downstream Applications)
Model Compression on CV (CNN, ViT, etc.) and NLP (Bert, etc.) models for general tasks (Recognition, OCR, etc.)
09/2019 -- 06/2022: Research Intern, Peng Cheng Lab, Shenzhen, China
Model Compression (Quantization, Pruning, Sparsity, Distillation, etc.) on general CV models (CNN, ViT)
Low-level CV (Super-Resolution, Shadow Removal, Demoiréing, etc.)
09/2016 -- 06/2022: M.S.-Ph.D. in Comput. Sci., MAC Lab led by Rongrong Ji, Xiamen University, China
Model Compression (Quantization, Pruning, Sparsity, Distillation, etc.) on general CV models (CNN, ViT)
Low-level CV (Super-Resolution, Shadow Removal, Demoiréing, etc.)
Image/text retrieval
09/2012 -- 06/2016: B.S. in Comput. Sci., Fuzhou University, Fuzhou, China

06. [B]	B. Zhang^✉, S. Xu, M. Lin, T. Wang, D. Doermann Binary Neural Networks: Algorithms, Architectures, and Applications CRC Press, 2023 [pdf]
05. [J]	M. Lin, M. Chen, Y. Zhang, C. Shen, R. Ji, L. Cao^✉ Super Vision Transformer International Journal of Computer Vision (IJCV), 2023 [pdf] [arXiv] [code]
04. [J]	M. Lin, Y. Zhang, Y. Li, B. Chen, F. Chao, M. Wang, S. Li, Y. Tian, R. Ji^✉ 1xN Pattern for Pruning Convolutional Neural Networks IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 [pdf] [arXiv] [code]
03. [J]	M. Lin, R. Ji^✉, H. Liu, X. Sun, S. Chen, Q. Tian Hadamard Matrix Guided Online Hashing International Journal of Computer Vision (IJCV), 2020 [pdf] [arXiv] [code]
02. [C]	M. Lin, R. Ji^✉, Z. Xu, B. Zhang, Y. Wang, F. Wu, F. Huang, CW. Lin Rotated Binary Neural Network Conference on Neural Information Processing Systems (NeurIPS), 2020 [pdf] [arXiv] [code]
01. [C]	M. Lin, R. Ji^✉, Y. Wang, Y. Zhang, B. Zhang, Y. Tian, L. Shao HRank: Filter Pruning using High-Rank Feature Map Computer Vision and Pattern Recognition (CVPR, Oral), 2020 [pdf] [arXiv] [code_v1] [code_v2]

Conference Reviewer: CVPR, ICCV, ECCV, ICML, ICLR, NeurIPS, AAAI, etc.
Journal Reviewer: IEEE TPAMI, IEEE TIP, IEEE TNNLS, IEEE TCSVT, IEEE TMM, IJCV, JMLR, PR, etc.