19 citations · 22 across the 4 of their papers we have counts for
4 papers
Shadows Aren't So Dangerous After All: A Fast and Robust Defense Against Shadow-Based Adversarial Attacks
Andrew Wang, Wyatt Mayor, Ryan Smith +2
Robust classification is essential in tasks like autonomous vehicle sign recognition, where the downsides of misclassification can be grave. Adversarial attacks threaten the robust…
AdaWCT: Adaptive Whitening and Coloring Style Injection
Antoine Dufour, Yohan Poirier-Ginter, Alexandre Lessard +3
Adaptive instance normalization (AdaIN) has become the standard method for style injection: by re-normalizing features through scale-and-shift operations, it has found widespread u…
Overparameterization Improves StyleGAN Inversion
Yohan Poirier-Ginter, Alexandre Lessard, Ryan Smith +1
Deep generative models like StyleGAN hold the promise of semantic image editing: modifying images by their content, rather than their pixel values. Unfortunately, working with arbi…
Language Models in the Loop: Incorporating Prompting into Weak Supervision
Ryan Smith, Jason A. Fries, Braden Hancock +1
We propose a new strategy for applying large pre-trained language models to novel tasks when labeled training data is limited. Rather than apply the model in a typical zero-shot or…