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cs.CV2022
Curved Representation Space of Vision Transformers
Juyeop Kim, Junha Park, Songkuk Kim +1
Neural networks with self-attention (a.k.a. Transformers) like ViT and Swin have emerged as a better alternative to traditional convolutional neural networks (CNNs). However, our u…
cs.CV2021
Amicable Aid: Perturbing Images to Improve Classification Performance
Juyeop Kim, Jun-Ho Choi, Soobeom Jang +1
While adversarial perturbation of images to attack deep image classification models pose serious security concerns in practice, this paper suggests a novel paradigm where the conce…