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Multiscale Vision Transformers Outperform Prior Work

Multiscale Vision Transformers Outperform Prior Work


Multiscale Vision Transformers

arXiv paper abstract https://arxiv.org/abs/2104.11227

... Multiscale Transformers have several channel-resolution scale stages. Starting from the input resolution and a small channel dimension, the stages hierarchically expand the channel capacity while reducing the spatial resolution. This creates a multiscale pyramid of features with early layers operating at high spatial resolution to model simple low-level visual information, and deeper layers at spatially coarse, but complex, high-dimensional features. ... We evaluate ... for a variety of video recognition tasks where it outperforms concurrent vision transformers ...


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