4 citations · 4 across the 3 of their papers we have counts for
4 papers
Cross-Modal Knowledge Distillation for Acoustic Pedestrian Detection
Yonghyun Kim, Chaeyeon Han, Sancho Gatungay +2
Audio-only pedestrian detection is attractive for urban sensing but limited by weak acoustic cues. An appealing strategy is cross-modal knowledge distillation, in which a video tea…
Parameter-Efficient Transfer Learning for Music Foundation Models
Yiwei Ding, Alexander Lerch
More music foundation models are recently being released, promising a general, mostly task independent encoding of musical information. Common ways of adapting music foundation mod…
Understanding Pedestrian Movement Using Urban Sensing Technologies: The Promise of Audio-based Sensors
Chaeyeon Han, Pavan Seshadri, Yiwei Ding +5
While various sensors have been deployed to monitor vehicular flows, sensing pedestrian movement is still nascent. Yet walking is a significant mode of travel in many cities, espec…
Embedding Compression for Teacher-to-Student Knowledge Transfer
Yiwei Ding, Alexander Lerch
Common knowledge distillation methods require the teacher model and the student model to be trained on the same task. However, the usage of embeddings as teachers has also been pro…