Web: http://arxiv.org/abs/2209.15159

Oct. 7, 2022, 1:16 a.m. | Shakti N. Wadekar, Abhishek Chaurasia

cs.CV updates on arXiv.org arxiv.org

MobileViT (MobileViTv1) combines convolutional neural networks (CNNs) and
vision transformers (ViTs) to create light-weight models for mobile vision
tasks. Though the main MobileViTv1-block helps to achieve competitive
state-of-the-art results, the fusion block inside MobileViTv1-block, creates
scaling challenges and has a complex learning task. We propose changes to the
fusion block that are simple and effective to create MobileViTv3-block, which
addresses the scaling and simplifies the learning task. Our proposed
MobileViTv3-block used to create MobileViTv3-XXS, XS and S models outperform
MobileViTv1 …

arxiv features fusion global mobile transformer vision

More from arxiv.org / cs.CV updates on arXiv.org

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