Deep Learning, Computer Vision, Cnn, Transformers, AI.
ViTs are less sensitive to small perturbations in the input space. This increased robustness can be attributed to the attention mechanism in ViTs, which allows them to focus on the most relevant parts of the input while ignoring irrelevant noise. Geometric Invariance: In contrast to CNNs, which are