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cs.CV2026
CoViG: Coarsened Vision GNN for Image Classification
Martial Guidez, Stefan Duffner, Christophe Garcia
Although Graph Neural Networks are widely used in various domains, they remained mostly unexplored in computer vision. Convolutional Neural Networks and Vision Transformers were le…
cs.CV2026
RAViT: Resolution-Adaptive Vision Transformer
Martial Guidez, Stefan Duffner, Christophe Garcia
Vision transformers have recently made a breakthrough in computer vision showing excellent performance in terms of precision for numerous applications. However, their computational…
cs.CV2025
ERDE: Entropy-Regularized Distillation for Early-exit
Martial Guidez, Stefan Duffner, Yannick Alpou +2
Although deep neural networks and in particular Convolutional Neural Networks have demonstrated state-of-the-art performance in image classification with relatively high efficiency…