Ishan Rajendrakumar Dave

University of Central Florida

Papers

1

Total Citations

15

H-Index

1

About

Ishan Rajendrakumar Dave is an emerging researcher specializing in event-based vision and action recognition, working at the intersection of neuromorphic sensing and deep learning for robotic perception. His most notable contribution, "EventTransAct: A Video Transformer-Based Framework for Event-Camera Based Action Recognition" (2023), demonstrates his focus on leveraging event cameras — biologically inspired sensors capable of capturing high-speed motion with minimal latency — to enable robots to recognize and understand human actions and gestures. This work addresses critical challenges in service robotics, healthcare automation, and manufacturing, where reliable human-robot interaction depends on robust, real-time perception systems. By applying transformer-based architectures to event camera data, Dave bridges cutting-edge natural language and vision modeling techniques with the unique spatiotemporal properties of neuromorphic sensors. With 15 citations accumulated since 2023, his work is gaining traction within the robotics and computer vision communities. As interest in energy-efficient, low-latency sensing solutions continues to grow, Dave's research positions him as a promising contributor to next-generation robotic perception systems capable of operating effectively in dynamic, real-world environments.

Research Focus

Key Achievements

1
H-Index
1
Papers
15
Total Citations
15
Avg Citations/Paper
🏆 Most Cited Paper
EventTransAct: A Video Transformer-Based Framework for Event-Camera Based Action Recognition
15 citations · 2023
📈 Most Prolific Year: 2023 (1 Papers)
🤝 Key Collaborators: 3
🏛 Institutions: University of Central Florida

Top Papers

  1. 1

Key Collaborators

Contact & Links

Available for collaboration
Content generated · 18 days ago