I am currently working as a postdoctoral researcher at Bern University of Applied Sciences (BFH) in the Energy and AI group. My research focuses on the short-term forecasting of solar production based on geostationary satellite images.
During my PhD, I worked on representation learning for images at IRISA in Vannes under the supervision of Minh-Tan Pham and Nicolas Courty. Prior to joining IRISA, I graduated from the Universit茅 de Technologie de Compi猫gne (UTC).
Other interests include Open Source contributions, and sport (running, biking, swimming, climbing).
Publications
2024
Contributions to Representation Learning in Computer Vision and Remote Sensing
13/12/2024 路 Paul Berg
Horospherical Learning with Smart Prototypes
25/11/2024 路 Paul Berg, Bj枚rn Michele, Minh-Tan Pham, Laetitia Chapel, Nicolas Courty
Box for Mask and Mask for Box: weak losses for multi-task partially supervised learning
27/11/2024 路 Hoang-脗n L锚, Paul Berg, Minh-Tan Pham
Multimodal Supervised Contrastive Learning in Remote Sensing Downstream Tasks
15/04/2024 路 Paul Berg, Baki Uzun, Minh-Tan Pham, Nicolas Courty
2023
Joint multi-modal Self-Supervised pre-training in Remote Sensing: Application to Methane Source Classification
19/06/2023 路 Paul Berg, Minh-Tan Pham, Nicolas Courty
Spherical Sliced Wasserstein
01/05/2023 路 Cl茅ment Bonet, Paul Berg, Nicolas Courty, Lucas Drumetz, Fran莽ois Septier, Minh-Tan Pham
Automatic part segmentation of facial anatomies using geometric deep learning toward a computer-aided facial rehabilitation
01/03/2023 路 Duc-Phong Nguyen, Paul Berg, Bilel Debbabi, Tan-Nhu Nguyen, Vi-Do Tran, Ho-Quang Nguyen, St茅phanie Dakp茅, Tien-Tuan Dao
2022
Self-Supervised Learning for Scene Classification in Remote Sensing: Current State of the Art and Perspectives
17/08/2022 路 Paul Berg, Minh-Tan Pham, Nicolas Courty
Weakly Supervised Detection of Marine Animals in High Resolution Aerial Images
12/01/2022 路 Paul Berg, Deise Santana Maia, Minh-Tan Pham, S茅bastien Lef猫vre