Ma, Junpeng
- SparseVLM: Visual Token Sparsification for Efficient Vision-Language Model Inference
2024/10/06 by Yuan Zhang, Zhang, Yuan, Chun-Kai Fan +19 · 119 citations
Computer Science · #Multimodal Machine Learning Applications #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning
- Video Compression Commander: Plug-and-Play Inference Acceleration for Video Large Language Models
2025/05/20 by Xuyang Liu, Liu, Xuyang, Yiyu Wang +5 · 17 citations
Computer Science · #AI in cancer detection #Advanced Data Compression Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning in Healthcare
- Cloud-Device Collaborative Learning for Multimodal Large Language Models
2023/12/26 by Wang, Guanqun, Liu, Jiaming, Li, Chenxuan +8 · 4 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- MMG-Vid: Maximizing Marginal Gains at Segment-level and Token-level for Efficient Video LLMs
2025/08/28 by Junpeng Ma, Ma, Junpeng, Qizhe Zhang +11 · 4 citations
Computer Science · Engineering · #3D IC and TSV technologies #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image and Video Quality Assessment #Video Coding and Compression Technologies
- AndroidLens: Long-latency Evaluation with Nested Sub-targets for Android GUI Agents
2025/12/24 by Yue Cao, Cao, Yue, Yingyao Wang +22 · 1 citation
Computer Science · #Big Data and Digital Economy #Context-Aware Activity Recognition Systems #IoT and Edge/Fog Computing