3 papers
cs.CV2025
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic
Joseph Raj Vishal, Divesh Basina, Rutuja Patil +4
Traffic monitoring is crucial for urban mobility, road safety, and intelligent transportation systems (ITS). Deep learning has advanced video-based traffic monitoring through video…
cs.CV2024
Eyes on the Road: State-of-the-Art Video Question Answering Models Assessment for Traffic Monitoring Tasks
Joseph Raj Vishal, Divesh Basina, Aarya Choudhary +1
Recent advances in video question answering (VideoQA) offer promising applications, especially in traffic monitoring, where efficient video interpretation is critical. Within ITS,…
cs.LG2024
KAT to KANs: A Review of Kolmogorov-Arnold Networks and the Neural Leap Forward
Divesh Basina, Joseph Raj Vishal, Aarya Choudhary +1
The curse of dimensionality poses a significant challenge to modern multilayer perceptron-based architectures, often causing performance stagnation and scalability issues. Addressi…