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cs.CV2025
Data-Efficient Stream-Based Active Distillation for Scalable Edge Model Deployment
Dani Manjah, Tim Bary, Benoît Gérin +2
Edge camera-based systems are continuously expanding, facing ever-evolving environments that require regular model updates. In practice, complex teacher models are run on a central…
cs.CV2025
Patient-specific vs Multi-Patient Vision Transformer for Markerless Tumor Motion Forecasting
Gauthier Rotsart de Hertaing, Dani Manjah, Benoit Macq
Background: Accurate forecasting of lung tumor motion is essential for precise dose delivery in proton therapy. While current markerless methods mostly rely on deep learning, trans…
cs.CV2024
Camera clustering for scalable stream-based active distillation
Dani Manjah, Davide Cacciarelli, Christophe De Vleeschouwer +1
We present a scalable framework designed to craft efficient lightweight models for video object detection utilizing self-training and knowledge distillation techniques. We scrutini…