PADRe: A Unifying Polynomial Attention Drop-in Replacement for Efficient Vision Transformer

16 July 2024

Pierre-David Létourneau

Fatih Porikli

Papers citing "PADRe: A Unifying Polynomial Attention Drop-in Replacement for Efficient Vision Transformer"

22 / 22 papers shown

Title
FasterViT: Fast Vision Transformers with Hierarchical Attention Ali Hatamizadeh Greg Heinrich Hongxu Yin Andrew Tao J. Álvarez Jan Kautz Pavlo Molchanov ViT 122 72 0 09 Jun 2023
SwiftFormer: Efficient Additive Attention for Transformer-based Real-time Mobile Vision Applications Abdelrahman M. Shaker Muhammad Maaz H. Rasheed Salman Khan Ming-Hsuan Yang Fahad Shahbaz Khan ViT 133 96 0 27 Mar 2023
FastViT: A Fast Hybrid Vision Transformer using Structural Reparameterization Pavan Kumar Anasosalu Vasu J. Gabriel Jeff J. Zhu Oncel Tuzel Anurag Ranjan ViT 108 166 0 24 Mar 2023
Hyena Hierarchy: Towards Larger Convolutional Language Models Michael Poli Stefano Massaroli Eric Q. Nguyen Daniel Y. Fu Tri Dao S. Baccus Yoshua Bengio Stefano Ermon Christopher Ré VLM 139 311 0 21 Feb 2023
Conv2Former: A Simple Transformer-Style ConvNet for Visual Recognition Qibin Hou Cheng Lu Mingg-Ming Cheng Jiashi Feng ViT 112 140 0 22 Nov 2022
Castling-ViT: Compressing Self-Attention via Switching Towards Linear-Angular Attention at Vision Transformer Inference Haoran You Yunyang Xiong Xiaoliang Dai Bichen Wu Peizhao Zhang Haoqi Fan Peter Vajda Yingyan Lin 131 34 0 18 Nov 2022
MOAT: Alternating Mobile Convolution and Attention Brings Strong Vision Models Chenglin Yang Siyuan Qiao Qihang Yu Xiaoding Yuan Yukun Zhu Alan Yuille Hartwig Adam Liang-Chieh Chen ViT MoE 116 64 0 04 Oct 2022
SimA: Simple Softmax-free Attention for Vision Transformers Soroush Abbasi Koohpayegani Hamed Pirsiavash 85 26 0 17 Jun 2022
EfficientFormer: Vision Transformers at MobileNet Speed Yanyu Li Geng Yuan Yang Wen Eric Hu Georgios Evangelidis Sergey Tulyakov Yanzhi Wang Jian Ren ViT 118 369 0 02 Jun 2022
EfficientViT: Multi-Scale Linear Attention for High-Resolution Dense Prediction Han Cai Junyan Li Muyan Hu Chuang Gan Song Han 96 58 0 29 May 2022
A ConvNet for the 2020s Zhuang Liu Hanzi Mao Chaozheng Wu Christoph Feichtenhofer Trevor Darrell Saining Xie ViT 191 5,226 0 10 Jan 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 517 15,788 0 20 Dec 2021
MetaFormer Is Actually What You Need for Vision Weihao Yu Mi Luo Pan Zhou Chenyang Si Yichen Zhou Xinchao Wang Jiashi Feng Shuicheng Yan 173 918 0 22 Nov 2021
KVT: k-NN Attention for Boosting Vision Transformers Pichao Wang Xue Wang F. Wang Ming Lin Shuning Chang Hao Li Rong Jin ViT 122 106 0 28 May 2021
ResMLP: Feedforward networks for image classification with data-efficient training Hugo Touvron Piotr Bojanowski Mathilde Caron Matthieu Cord Alaaeldin El-Nouby ... Gautier Izacard Armand Joulin Gabriel Synnaeve Jakob Verbeek Hervé Jégou VLM 80 670 0 07 May 2021
MLP-Mixer: An all-MLP Architecture for Vision Ilya O. Tolstikhin N. Houlsby Alexander Kolesnikov Lucas Beyer Xiaohua Zhai ... Andreas Steiner Daniel Keysers Jakob Uszkoreit Mario Lucic Alexey Dosovitskiy 446 2,694 0 04 May 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 470 21,656 0 25 Mar 2021
Training data-efficient image transformers & distillation through attention Hugo Touvron Matthieu Cord Matthijs Douze Francisco Massa Alexandre Sablayrolles Hervé Jégou ViT 391 6,813 0 23 Dec 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 456 13,153 0 26 May 2020
nuScenes: A multimodal dataset for autonomous driving Holger Caesar Varun Bankiti Alex H. Lang Sourabh Vora Venice Erin Liong Qiang Xu Anush Krishnan Yuxin Pan G. Baldan Oscar Beijbom 3DPC 306 5,790 0 26 Mar 2019
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 1.7K 39,637 0 01 Sep 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 442 43,875 0 01 May 2014