Demystify Mamba in Vision: A Linear Attention Perspective

26 May 2024

Gao Huang

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Papers citing "Demystify Mamba in Vision: A Linear Attention Perspective"

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Title
PMA: Towards Parameter-Efficient Point Cloud Understanding via Point Mamba Adapter Yaohua Zha Yanzi Wang Hang Guo Jinpeng Wang Tao Dai Bin Chen Zhihao Ouyang Xue Yuerong Ke Chen Shu-Tao Xia 96 1 0 27 May 2025
Balancing Computation Load and Representation Expressivity in Parallel Hybrid Neural Networks Mohammad Mahdi Moradi Walid Ahmed Shuangyue Wen Sudhir Mudur Weiwei Zhang Yang Liu 62 0 0 26 May 2025
Causal Spatio-Temporal Prediction: An Effective and Efficient Multi-Modal Approach Yuting Huang Ziquan Fang Zhihao Zeng Lu Chen Yunjun Gao 192 0 0 23 May 2025
Scaling Recurrent Neural Networks to a Billion Parameters with Zero-Order Optimization Francois Chaubard Mykel J. Kochenderfer MQ AI4CE 182 0 0 23 May 2025
Surface Vision Mamba: Leveraging Bidirectional State Space Model for Efficient Spherical Manifold Representation Rongzhao He Weihao Zheng Leilei Zhao Ying Wang Dalin Zhu Dan Wu Bin Hu Mamba 150 0 0 21 Feb 2025
A Separable Self-attention Inspired by the State Space Model for Computer Vision Juntao Zhang Shaogeng Liu Kun Bian You Zhou Pei Zhang Jianning Liu Jun Zhou Bingyan Liu Mamba 103 0 0 03 Jan 2025
VMamba: Visual State Space Model Yue Liu Yunjie Tian Yuzhong Zhao Hongtian Yu Lingxi Xie Yaowei Wang Qixiang Ye Jianbin Jiao Yunfan Liu Mamba 297 699 0 31 Dec 2024
EfficientViM: Efficient Vision Mamba with Hidden State Mixer based State Space Duality Sanghyeok Lee Joonmyung Choi Hyunwoo J. Kim 176 3 0 22 Nov 2024
MambaIRv2: Attentive State Space Restoration Hang Guo Yong Guo Yaohua Zha Yulun Zhang Wenbo Li Tao Dai Shu-Tao Xia Yawei Li Mamba 169 21 0 22 Nov 2024
Breaking the Low-Rank Dilemma of Linear Attention Qihang Fan Huaibo Huang Ran He 101 2 0 12 Nov 2024
Spatial-Mamba: Effective Visual State Space Models via Structure-aware State Fusion Chaodong Xiao Minghan Li Zhengqiang Zhang Deyu Meng Lei Zhang Mamba 122 5 0 19 Oct 2024
QMambaBSR: Burst Image Super-Resolution with Query State Space Model Xin Di Long Peng Peizhe Xia Wenbo Li Renjing Pei Yang Cao Yang Wang Zheng-Jun Zha 116 7 0 16 Aug 2024
PlainMamba: Improving Non-Hierarchical Mamba in Visual Recognition Chenhongyi Yang Zehui Chen Miguel Espinosa Linus Ericsson Zhenyu Wang Jiaming Liu Elliot J. Crowley Mamba 93 96 0 26 Mar 2024
LocalMamba: Visual State Space Model with Windowed Selective Scan Tao Huang Xiaohuan Pei Shan You Fei Wang Chao Qian Chang Xu Mamba 87 151 0 14 Mar 2024
Agent Attention: On the Integration of Softmax and Linear Attention Dongchen Han Tianzhu Ye Yizeng Han Zhuofan Xia Siyuan Pan Pengfei Wan Shiji Song Gao Huang 76 83 0 14 Dec 2023
BiFormer: Vision Transformer with Bi-Level Routing Attention Lei Zhu Xinjiang Wang Zhanghan Ke Wayne Zhang Rynson W. H. Lau 177 518 0 15 Mar 2023
Deep Incubation: Training Large Models by Divide-and-Conquering Zanlin Ni Yulin Wang Jiangwei Yu Haojun Jiang Yu Cao Gao Huang VLM 55 11 0 08 Dec 2022
Demystify Transformers & Convolutions in Modern Image Deep Networks Jifeng Dai Min Shi Weiyun Wang Sitong Wu Linjie Xing ... Lewei Lu Jie Zhou Xiaogang Wang Yu Qiao Xiao-hua Hu ViT 61 11 0 10 Nov 2022
Dilated Neighborhood Attention Transformer Ali Hassani Humphrey Shi ViT MedIm 86 73 0 29 Sep 2022
Sharpness-Aware Training for Free Jiawei Du Daquan Zhou Jiashi Feng Vincent Y. F. Tan Qiufeng Wang AAML 90 96 0 27 May 2022
Neighborhood Attention Transformer Ali Hassani Steven Walton Jiacheng Li Shengjia Li Humphrey Shi ViT AI4TS 92 273 0 14 Apr 2022
Transformer Quality in Linear Time Weizhe Hua Zihang Dai Hanxiao Liu Quoc V. Le 126 231 0 21 Feb 2022
cosFormer: Rethinking Softmax in Attention Zhen Qin Weixuan Sun Huicai Deng Dongxu Li Yunshen Wei Baohong Lv Junjie Yan Lingpeng Kong Yiran Zhong 76 222 0 17 Feb 2022
A ConvNet for the 2020s Zhuang Liu Hanzi Mao Chaozheng Wu Christoph Feichtenhofer Trevor Darrell Saining Xie ViT 183 5,213 0 10 Jan 2022
Vision Transformer with Deformable Attention Zhuofan Xia Xuran Pan S. Song Li Erran Li Gao Huang ViT 90 482 0 03 Jan 2022
MViTv2: Improved Multiscale Vision Transformers for Classification and Detection Yanghao Li Chaoxia Wu Haoqi Fan K. Mangalam Bo Xiong Jitendra Malik Christoph Feichtenhofer ViT 153 693 0 02 Dec 2021
SOFT: Softmax-free Transformer with Linear Complexity Jiachen Lu Jinghan Yao Junge Zhang Martin Danelljan Hang Xu Weiguo Gao Chunjing Xu Thomas B. Schon Li Zhang 65 166 0 22 Oct 2021
CSWin Transformer: A General Vision Transformer Backbone with Cross-Shaped Windows Xiaoyi Dong Jianmin Bao Dongdong Chen Weiming Zhang Nenghai Yu Lu Yuan Dong Chen B. Guo ViT 152 985 0 01 Jul 2021
Focal Self-attention for Local-Global Interactions in Vision Transformers Jianwei Yang Chunyuan Li Pengchuan Zhang Xiyang Dai Bin Xiao Lu Yuan Jianfeng Gao ViT 80 435 0 01 Jul 2021
PVT v2: Improved Baselines with Pyramid Vision Transformer Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT AI4TS 122 1,676 0 25 Jun 2021
On the Connection between Local Attention and Dynamic Depth-wise Convolution Qi Han Zejia Fan Qi Dai Lei-huan Sun Ming-Ming Cheng Jiaying Liu Jingdong Wang ViT 81 109 0 08 Jun 2021
RoFormer: Enhanced Transformer with Rotary Position Embedding Jianlin Su Yu Lu Shengfeng Pan Ahmed Murtadha Bo Wen Yunfeng Liu 288 2,521 0 20 Apr 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 463 21,566 0 25 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 533 3,734 0 24 Feb 2021
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 186 1,600 0 30 Sep 2020
Transformers are RNNs: Fast Autoregressive Transformers with Linear Attention Angelos Katharopoulos Apoorv Vyas Nikolaos Pappas Franccois Fleuret 203 1,786 0 29 Jun 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 434 13,108 0 26 May 2020
RandAugment: Practical automated data augmentation with a reduced search space E. D. Cubuk Barret Zoph Jonathon Shlens Quoc V. Le MQ 258 3,502 0 30 Sep 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 622 4,802 0 13 May 2019
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 289 9,803 0 25 Oct 2017
Random Erasing Data Augmentation Zhun Zhong Liang Zheng Guoliang Kang Shaozi Li Yi Yang 98 3,645 0 16 Aug 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 363 27,244 0 20 Mar 2017
Semantic Understanding of Scenes through the ADE20K Dataset Bolei Zhou Hang Zhao Xavier Puig Tete Xiao Sanja Fidler Adela Barriuso Antonio Torralba SSeg 408 1,890 0 18 Aug 2016
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 426 43,814 0 01 May 2014