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SCSegamba: Lightweight Structure-Aware Vision Mamba for Crack Segmentation in Structures

3 March 2025

Papers citing "SCSegamba: Lightweight Structure-Aware Vision Mamba for Crack Segmentation in Structures"

32 / 32 papers shown

Title
VMamba: Visual State Space Model Yue Liu Yunjie Tian Yuzhong Zhao Hongtian Yu Lingxi Xie Yaowei Wang Qixiang Ye Jianbin Jiao Yunfan Liu Mamba 280 696 0 31 Dec 2024
Staircase Cascaded Fusion of Lightweight Local Pattern Recognition and Long-Range Dependencies for Structural Crack Segmentation Hui Liu Chen Jia Fan Shi Xu Cheng Mianzhao Wang Shengyong Chen 135 1 0 23 Aug 2024
CM-UNet: Hybrid CNN-Mamba UNet for Remote Sensing Image Semantic Segmentation Mushui Liu Jun Dan Ziqian Lu Yunlong Yu Yingming Li Xi Li Mamba 72 22 0 17 May 2024
FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with Mamba Xinyu Xie Yawen Cui Chio-in Ieong Tao Tan Xiaozhi Zhang Mamba 107 47 0 15 Apr 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 87 96 0 26 Mar 2024
ViT-CoMer: Vision Transformer with Convolutional Multi-scale Feature Interaction for Dense Predictions Chunlong Xia Xinliang Wang Feng Lv Xin Hao Yifeng Shi ViT 73 56 0 12 Mar 2024
Rediscovering BCE Loss for Uniform Classification Qiufu Li Xi Jia Jiancan Zhou Linlin Shen Jinming Duan 24 11 0 12 Mar 2024
LORS: Low-rank Residual Structure for Parameter-Efficient Network Stacking Jialin Li Qiang Nie Weifu Fu Yuhuan Lin Guangpin Tao Yong-Jin Liu Chengjie Wang 81 5 0 07 Mar 2024
MambaIR: A Simple Baseline for Image Restoration with State-Space Model Hang Guo Jinmin Li Tao Dai Zhihao Ouyang Xudong Ren Shu-Tao Xia Mamba 97 237 0 23 Feb 2024
SegMamba: Long-range Sequential Modeling Mamba For 3D Medical Image Segmentation Zhaohu Xing Tian-Chun Ye Yijun Yang Guang Liu Lei Zhu Mamba 112 224 0 24 Jan 2024
Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model Lianghui Zhu Bencheng Liao Qian Zhang Xinlong Wang Wenyu Liu Xinggang Wang Mamba 105 789 0 17 Jan 2024
Designing a Hybrid Neural System to Learn Real-world Crack Segmentation from Fractal-based Simulation Achref Jaziri Martin Mundt Andres Fernandez Rodriguez Visvanathan Ramesh 38 3 0 18 Sep 2023
Learning to Upsample by Learning to Sample Wenze Liu Hao Lu Hongtao Fu Zhiguo Cao SyDa 65 157 0 29 Aug 2023
A Few-Shot Attention Recurrent Residual U-Net for Crack Segmentation Iason Katsamenis Eftychios E. Protopapadakis N. Bakalos Anastasios Doulamis N. Doulamis A. Voulodimos 53 15 0 02 Mar 2023
A Convolutional-Transformer Network for Crack Segmentation with Boundary Awareness Huaqi Tao Bing Liu Jinqiang Cui Hong Zhang ViT 108 27 0 23 Feb 2023
On the Parameterization and Initialization of Diagonal State Space Models Albert Gu Ankit Gupta Karan Goel Christopher Ré 86 324 0 23 Jun 2022
It's Raw! Audio Generation with State-Space Models Karan Goel Albert Gu Chris Donahue Christopher Ré 55 193 0 20 Feb 2022
Efficiently Modeling Long Sequences with Structured State Spaces Albert Gu Karan Goel Christopher Ré 217 1,814 0 31 Oct 2021
Is Attention Better Than Matrix Decomposition? Zhengyang Geng Meng-Hao Guo Hongxu Chen Xia Li Ke Wei Zhouchen Lin 106 142 0 09 Sep 2021
RINDNet: Edge Detection for Discontinuity in Reflectance, Illumination, Normal and Depth Mengyang Pu Yaping Huang Q. Guan Haibin Ling 67 47 0 02 Aug 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 314 5,051 0 31 May 2021
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 667 41,369 0 22 Oct 2020
Transformers are RNNs: Fast Autoregressive Transformers with Linear Attention Angelos Katharopoulos Apoorv Vyas Nikolaos Pappas Franccois Fleuret 201 1,786 0 29 Jun 2020
Generating Long Sequences with Sparse Transformers R. Child Scott Gray Alec Radford Ilya Sutskever 129 1,915 0 23 Apr 2019
Feature Pyramid and Hierarchical Boosting Network for Pavement Crack Detection Fan Yang Lei Zhang Sijia Yu Danil Prokhorov Xue Mei Haibin Ling 54 713 0 18 Jan 2019
Free-Form Image Inpainting with Gated Convolution Jiahui Yu Zhe Lin Jimei Yang Xiaohui Shen Xin Lu Thomas Huang DRL 71 1,719 0 10 Jun 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 480 13,168 0 07 Feb 2018
Generalised Dice overlap as a deep learning loss function for highly unbalanced segmentations Carole H Sudre Wenqi Li Tom Vercauteren Sébastien Ourselin M. Jorge Cardoso SSeg 126 2,149 0 11 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 730 132,199 0 12 Jun 2017
Language Modeling with Gated Convolutional Networks Yann N. Dauphin Angela Fan Michael Auli David Grangier 242 2,403 0 23 Dec 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,322 0 10 Dec 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,341 0 18 May 2015