Collaborative Multi-Agent Video Fast-Forwarding

no code implementations • 27 May 2023 • Shuyue Lan, Zhilu Wang, Ermin Wei, Amit K. Roy-Chowdhury, Qi Zhu

We show that compared with other approaches in the literature, our frameworks achieve better coverage of important frames, while significantly reducing the number of frames processed at each agent.

Distributed Multi-agent Video Fast-forwarding

1 code implementation • 10 Aug 2020 • Shuyue Lan, Zhilu Wang, Amit K. Roy-Chowdhury, Ermin Wei, Qi Zhu

In many intelligent systems, a network of agents collaboratively perceives the environment for better and more efficient situation awareness.

MaskPlus: Improving Mask Generation for Instance Segmentation

no code implementations • 15 Jul 2019 • Shichao Xu, Shuyue Lan, Qi Zhu

Instance segmentation is a promising yet challenging topic in computer vision.

Instance Segmentation Segmentation +1

FFNet: Video Fast-Forwarding via Reinforcement Learning

1 code implementation • CVPR 2018 • Shuyue Lan, Rameswar Panda, Qi Zhu, Amit K. Roy-Chowdhury

The first group is supported by video summarization techniques, which require processing of the entire video to select an important subset for showing to users.

reinforcement-learning Reinforcement Learning (RL) +1