{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/mlp-mixer-an-all-mlp-architecture-for-vision","title":"MLP-Mixer: An all-MLP Architecture for Vision","arxiv_id":"2105.01601","date":"2021-05-04","proceeding":"NeurIPS 2021 12","authors":["Ilya Tolstikhin","Neil Houlsby","Alexander Kolesnikov","Lucas Beyer","Xiaohua Zhai","Thomas Unterthiner","Jessica Yung","Andreas Steiner","Daniel Keysers","Jakob Uszkoreit","Mario Lucic","Alexey Dosovitskiy"],"abstract":"Convolutional Neural Networks (CNNs) are the go-to model for computer vision. Recently, attention-based networks, such as the Vision Transformer, have also become popular. In this paper we show that while convolutions and attention are both sufficient for good performance, neither of them are necessary. We present MLP-Mixer, an architecture based exclusively on multi-layer perceptrons (MLPs). MLP-Mixer contains two types of layers: one with MLPs applied independently to image patches (i.e. \"mixing\" the per-location features), and one with MLPs applied across patches (i.e. \"mixing\" spatial information). When trained on large datasets, or with modern regularization schemes, MLP-Mixer attains competitive scores on image classification benchmarks, with pre-training and inference cost comparable to state-of-the-art models. 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