The 1st Workshop on Ambient AI
Multimodal Wearable Sensor Understanding

The First Workshop on Ambient AI will be hosted at ICASSP 2023, which will take place in the Greek island of Rhodes on June 10, 2023.

• Date and Time: June 10th 2023, 2:00 – 5:30 PM (detailed schedule)

• Workshop Location: Delphi Amphitheater

• Poster Session: "WP-C"

Topics of the Workshop

In this workshop, we address new machine learning and signal processing challenges around understanding ambient sensor signals from wearable devices (such as smart glasses), which are increasingly gaining popularity. 

Specifically, we invite the researchers from industry and academia to study the unique properties of motion sensor signals (e.g. IMU, EMG) with various real-world applications on new-generation devices. We are particularly interested in the approaches that combine various multimodal signals (e.g. vision, language, sensor signals), and that focus on practical real-world applicability (e.g. privacy-aware & power-efficient on-device models). 

Towards this goal, topics of interest to the workshop would include, but are not limited to:

• Wearable sensor signals understanding (IMU, EMG, EEG, eye gaze, …)

• NLP applications in multimodal wearable sensor signals understanding

• Large-scale pre-training of sensor models via multimodal contrastive learning

• Multimodal training, modeling, and fusion methods

• Privacy-aware machine learning & federated learning for ambient sensor signals

• Efficient and scalable training of sensor models at the edge

• On-device power-efficient modeling for sensor signals

• Egocentric computer vision applications in wearable sensor signals understanding

• Question and answering systems with ambient sensor signals

• Human and wearable device interaction

• Privacy and ethical concerns with wearable sensor AI