most citedExploring Adversarial Robustness of Vision Transformers in the Spectral Perspective

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cs.CV2026

Pooling-Based Context Modeling for Convolution-Free Deep Image Prior

Gihyun Kim, Jong-Seok Lee

Convolutional Neural Networks (CNNs) achieve strong denoising performance by exploiting spatial context from neighboring pixels. Deep Image Prior (DIP) leverages this property to r…

cs.CV2022★ 2 cited

Exploring Adversarial Robustness of Vision Transformers in the Spectral Perspective

Gihyun Kim, Juyeop Kim, Jong-Seok Lee

The Vision Transformer has emerged as a powerful tool for image classification tasks, surpassing the performance of convolutional neural networks (CNNs). Recently, many researchers…