Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding

29 March 2021

Pengchuan Zhang

Xiyang Dai

Jianwei Yang

Bin Xiao

Lu Yuan

Lei Zhang

Jianfeng Gao

ViT

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Papers citing "Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding"

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Title
Image Recognition with Online Lightweight Vision Transformer: A Survey Zherui Zhang Rongtao Xu Jie Zhou Changwei Wang Xingtian Pei ... Jiguang Zhang Li Guo Longxiang Gao Wenyuan Xu Shibiao Xu ViT 420 0 0 06 May 2025
Breaking the Low-Rank Dilemma of Linear Attention Qihang Fan Huaibo Huang Ran He 94 1 0 12 Nov 2024
Masked LoGoNet: Fast and Accurate 3D Image Analysis for Medical Domain Amin Karimi Monsefi Payam Karisani Mengxi Zhou Stacey S. Choi Nathan Doble Heng Ji Srinivasan Parthasarathy R. Ramnath 75 5 0 09 Feb 2024
SCHEME: Scalable Channel Mixer for Vision Transformers Deepak Sridhar Yunsheng Li Nuno Vasconcelos 84 0 0 01 Dec 2023
TransXNet: Learning Both Global and Local Dynamics with a Dual Dynamic Token Mixer for Visual Recognition Meng Lou Hong-Yu Zhou Sibei Yang Yizhou Yu Chuan Wu Yizhou Yu ViT 81 40 0 30 Oct 2023
Lightweight Vision Transformer with Bidirectional Interaction Qihang Fan Huaibo Huang Xiaoqiang Zhou Ran He ViT 109 29 0 01 Jun 2023
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 441 21,392 0 25 Mar 2021
Scaling Local Self-Attention for Parameter Efficient Visual Backbones Ashish Vaswani Prajit Ramachandran A. Srinivas Niki Parmar Blake A. Hechtman Jonathon Shlens 85 400 0 23 Mar 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 521 3,718 0 24 Feb 2021
TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up Yi Ding Shiyu Chang Zhangyang Wang ViT 102 391 0 14 Feb 2021
Training data-efficient image transformers & distillation through attention Hugo Touvron Matthieu Cord Matthijs Douze Francisco Massa Alexandre Sablayrolles Hervé Jégou ViT 377 6,762 0 23 Dec 2020
MaX-DeepLab: End-to-End Panoptic Segmentation with Mask Transformers Huiyu Wang Yukun Zhu Hartwig Adam Alan Yuille Liang-Chieh Chen ViT 104 530 0 01 Dec 2020
Pre-Trained Image Processing Transformer Hanting Chen Yunhe Wang Tianyu Guo Chang Xu Yiping Deng Zhenhua Liu Siwei Ma Chunjing Xu Chao Xu Wen Gao VLM ViT 131 1,676 0 01 Dec 2020
End-to-End Video Instance Segmentation with Transformers Yuqing Wang Zhaoliang Xu Xinlong Wang Chunhua Shen Baoshan Cheng Hao Shen Huaxia Xia ViT 69 690 0 30 Nov 2020
End-to-End Object Detection with Adaptive Clustering Transformer Minghang Zheng Peng Gao Renrui Zhang Kunchang Li Xiaogang Wang Hongsheng Li Hao Dong ViT 143 199 0 18 Nov 2020
Long Range Arena: A Benchmark for Efficient Transformers Yi Tay Mostafa Dehghani Samira Abnar Songlin Yang Dara Bahri Philip Pham J. Rao Liu Yang Sebastian Ruder Donald Metzler 136 718 0 08 Nov 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 632 41,003 0 22 Oct 2020
Deformable DETR: Deformable Transformers for End-to-End Object Detection Xizhou Zhu Weijie Su Lewei Lu Bin Li Xiaogang Wang Jifeng Dai ViT 213 5,073 0 08 Oct 2020
Rethinking Attention with Performers K. Choromanski Valerii Likhosherstov David Dohan Xingyou Song Andreea Gane ... Afroz Mohiuddin Lukasz Kaiser David Belanger Lucy J. Colwell Adrian Weller 176 1,580 0 30 Sep 2020
Efficient Transformers: A Survey Yi Tay Mostafa Dehghani Dara Bahri Donald Metzler VLM 146 1,122 0 14 Sep 2020
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 540 2,081 0 28 Jul 2020
Learning Joint Spatial-Temporal Transformations for Video Inpainting Yanhong Zeng Jianlong Fu Hongyang Chao ViT 89 293 0 20 Jul 2020
Transformers are RNNs: Fast Autoregressive Transformers with Linear Attention Angelos Katharopoulos Apoorv Vyas Nikolaos Pappas Franccois Fleuret 198 1,755 0 29 Jun 2020
Linformer: Self-Attention with Linear Complexity Sinong Wang Belinda Z. Li Madian Khabsa Han Fang Hao Ma 210 1,702 0 08 Jun 2020
Learning Texture Transformer Network for Image Super-Resolution Fuzhi Yang Huan Yang Jianlong Fu Hongtao Lu B. Guo SupR ViT 74 722 0 07 Jun 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 379 13,025 0 26 May 2020
Synthesizer: Rethinking Self-Attention in Transformer Models Yi Tay Dara Bahri Donald Metzler Da-Cheng Juan Zhe Zhao Che Zheng 58 336 0 02 May 2020
ETC: Encoding Long and Structured Inputs in Transformers Joshua Ainslie Santiago Ontanon Chris Alberti Vaclav Cvicek Zachary Kenneth Fisher Philip Pham Anirudh Ravula Sumit Sanghai Qifan Wang Li Yang 55 54 0 17 Apr 2020
Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks Xiujun Li Xi Yin Chunyuan Li Pengchuan Zhang Xiaowei Hu ... Houdong Hu Li Dong Furu Wei Yejin Choi Jianfeng Gao VLM 103 1,938 0 13 Apr 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 160 4,062 0 10 Apr 2020
Efficient Content-Based Sparse Attention with Routing Transformers Aurko Roy M. Saffar Ashish Vaswani David Grangier MoE 304 596 0 12 Mar 2020
UniLMv2: Pseudo-Masked Language Models for Unified Language Model Pre-Training Hangbo Bao Li Dong Furu Wei Wenhui Wang Nan Yang ... Yu Wang Songhao Piao Jianfeng Gao Ming Zhou H. Hon AI4CE 84 393 0 28 Feb 2020
Sparse Sinkhorn Attention Yi Tay Dara Bahri Liu Yang Donald Metzler Da-Cheng Juan 81 340 0 26 Feb 2020
Reformer: The Efficient Transformer Nikita Kitaev Lukasz Kaiser Anselm Levskaya VLM 183 2,313 0 13 Jan 2020
In Defense of Grid Features for Visual Question Answering Huaizu Jiang Ishan Misra Marcus Rohrbach Erik Learned-Miller Xinlei Chen OOD ObjD 55 320 0 10 Jan 2020
Big Transfer (BiT): General Visual Representation Learning Alexander Kolesnikov Lucas Beyer Xiaohua Zhai J. Puigcerver Jessica Yung Sylvain Gelly N. Houlsby MQ 278 1,205 0 24 Dec 2019
Axial Attention in Multidimensional Transformers Jonathan Ho Nal Kalchbrenner Dirk Weissenborn Tim Salimans 107 530 0 20 Dec 2019
Compressive Transformers for Long-Range Sequence Modelling Jack W. Rae Anna Potapenko Siddhant M. Jayakumar Timothy Lillicrap RALM VLM KELM 64 647 0 13 Nov 2019
Blockwise Self-Attention for Long Document Understanding J. Qiu Hao Ma Omer Levy Scott Yih Sinong Wang Jie Tang 84 253 0 07 Nov 2019
Hierarchical Transformers for Long Document Classification R. Pappagari Piotr Żelasko Jesús Villalba Yishay Carmiel Najim Dehak 69 243 0 23 Oct 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 419 20,127 0 23 Oct 2019
UNITER: UNiversal Image-TExt Representation Learning Yen-Chun Chen Linjie Li Licheng Yu Ahmed El Kholy Faisal Ahmed Zhe Gan Yu Cheng Jingjing Liu VLM OT 107 447 0 25 Sep 2019
Unified Vision-Language Pre-Training for Image Captioning and VQA Luowei Zhou Hamid Palangi Lei Zhang Houdong Hu Jason J. Corso Jianfeng Gao MLLM VLM 347 939 0 24 Sep 2019
VL-BERT: Pre-training of Generic Visual-Linguistic Representations Weijie Su Xizhou Zhu Yue Cao Bin Li Lewei Lu Furu Wei Jifeng Dai VLM MLLM SSL 153 1,663 0 22 Aug 2019
LXMERT: Learning Cross-Modality Encoder Representations from Transformers Hao Hao Tan Joey Tianyi Zhou VLM MLLM 237 2,479 0 20 Aug 2019
Unicoder-VL: A Universal Encoder for Vision and Language by Cross-modal Pre-training Gen Li Nan Duan Yuejian Fang Ming Gong Daxin Jiang Ming Zhou SSL VLM MLLM 200 902 0 16 Aug 2019
VisualBERT: A Simple and Performant Baseline for Vision and Language Liunian Harold Li Mark Yatskar Da Yin Cho-Jui Hsieh Kai-Wei Chang VLM 138 1,951 0 09 Aug 2019
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks Jiasen Lu Dhruv Batra Devi Parikh Stefan Lee SSL VLM 224 3,678 0 06 Aug 2019
Generating Long Sequences with Sparse Transformers R. Child Scott Gray Alec Radford Ilya Sutskever 109 1,896 0 23 Apr 2019
Deep High-Resolution Representation Learning for Human Pose Estimation Ke Sun Bin Xiao Dong Liu Jingdong Wang 3DV 126 4,054 0 25 Feb 2019