Piotr Koniusz

Towards a Robust Differentiable Architecture Search under Label Noise

2022 · 2022 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)

Neural Architecture Search (NAS) is the game changer in designing robust neural architectures. Architectures designed by NAS outperform or compete with the best manual network designs in terms of accuracy, size, memory footprint and FLOPs. …

EASE: Unsupervised Discriminant Subspace Learning for Transductive Few-Shot Learning

2022 · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)

Few-shot learning (FSL) has received a lot of attention due to its remarkable ability to adapt to novel classes. Although many techniques have been proposed for FSL, they mostly focus on improving FSL backbones. Some …