no code implementations • 25 Dec 2023 • Lin Sun, Weijun Wang, Tingting Yuan, Liang Mi, Haipeng Dai, Yunxin Liu, XiaoMing Fu
To achieve this goal, we propose BiSwift, a bi-level framework that scales the concurrent real-time video analytics by a novel adaptive hybrid codec integrated with multi-level pipelines, and a global bandwidth controller for multiple video streams.
1 code implementation • 13 Oct 2023 • Xiaocui Yang, Wenfang Wu, Shi Feng, Ming Wang, Daling Wang, Yang Li, Qi Sun, Yifei Zhang, XiaoMing Fu, Soujanya Poria
Consequently, our work complements research on the performance of MLLMs in multimodal comprehension tasks, achieving a more comprehensive and holistic evaluation of MLLMs.
no code implementations • 20 Jan 2023 • Tingting Yuan, Liang Mi, Weijun Wang, Haipeng Dai, XiaoMing Fu
The quality of the video stream is key to neural network-based video analytics.
no code implementations • 3 Dec 2022 • Tingting Yuan, Hwei-Ming Chung, Jie Yuan, XiaoMing Fu
Communication is supposed to improve multi-agent collaboration and overall performance in cooperative Multi-agent reinforcement learning (MARL).
no code implementations • 26 Apr 2022 • Tingting Yuan, Hwei-Ming Chung, XiaoMing Fu
Artificial intelligence (AI) has been introduced in communication networks and services to improve efficiency via self-optimization.
no code implementations • 18 Dec 2021 • Shichang Ding, Xiangyang Luo, Jinwei Wang, XiaoMing Fu
MP layers refine the initial node embeddings by modeling the connection information.