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Pros and Cons of Attention in CV

Explore the advantages and disadvantages of attention mechanisms in computer vision. Learn how attention can capture global relationships without inductive bias but demands high computation and large training data. Discover strategies like local attention and pretraining to address these challenges and apply attention effectively in visual models.

By this point, we’ve gained a better understanding of the advantages and disadvantages of using attention mechanisms as opposed to convolution operations in computer ...