Publications de Evann Pierre Guy Courdier

σ-GPTs: A New Approach to Autoregressive Models

Autoregressive models, such as the GPT family, use a fixed order, usually left-to-right, to generate sequences. However, this is not a necessity. In this paper, we challenge this assumption and show that by simply adding a positional encoding for the outpu ...

Springer Nature2024

Fast and Future: Towards Efficient Forecasting in Video Semantic Segmentation

Evann Pierre Guy Courdier

Deep learning has revolutionized the field of computer vision, a success largely attributable to the growing size of models, datasets, and computational power. Simultaneously, a critical pain point arises as several computer vision applications are deploye ...

EPFL2024

Borrowing from yourself: Faster future video segmentation with partial channel update

Evann Pierre Guy Courdier

Semantic segmentation is a well-addressed topic in the computer vision literature, but the design of fast and accurate video processing networks remains challenging. In addition, to run on embedded hardware, computer vision models often have to make compro ...

IEEE2022

Real-Time Segmentation Networks should be Latency Aware

François Fleuret, Evann Pierre Guy Courdier

Springer2020