15 citations · 31 across the 5 of their papers we have counts for
5 papers
Robust Multiview Multimodal Driver Monitoring System Using Masked Multi-Head Self-Attention
Yiming Ma, Victor Sanchez, Soodeh Nikan +3
Driver Monitoring Systems (DMSs) are crucial for safe hand-over actions in Level-2+ self-driving vehicles. State-of-the-art DMSs leverage multiple sensors mounted at different loca…
Real-Time Driver Monitoring Systems through Modality and View Analysis
Yiming Ma, Victor Sanchez, Soodeh Nikan +3
Driver distractions are known to be the dominant cause of road accidents. While monitoring systems can detect non-driving-related activities and facilitate reducing the risks, they…
Visually-aware Acoustic Event Detection using Heterogeneous Graphs
Amir Shirian, Krishna Somandepalli, Victor Sanchez +1
Perception of auditory events is inherently multimodal relying on both audio and visual cues. A large number of existing multimodal approaches process each modality using modality-…
Look at Adjacent Frames: Video Anomaly Detection without Offline Training
Yuqi Ouyang, Guodong Shen, Victor Sanchez
We propose a solution to detect anomalous events in videos without the need to train a model offline. Specifically, our solution is based on a randomly-initialized multilayer perce…
Video Anomaly Detection via Prediction Network with Enhanced Spatio-Temporal Memory Exchange
Guodong Shen, Yuqi Ouyang, Victor Sanchez
Video anomaly detection is a challenging task because most anomalies are scarce and non-deterministic. Many approaches investigate the reconstruction difference between normal and…