SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation

18 September 2022

Ming-Ming Cheng

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Papers citing "SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation"

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RecConv: Efficient Recursive Convolutions for Multi-Frequency Representations Mingshu Zhao Yi Luo Yong Ouyang 100 0 0 01 Jul 2025
Combining Self-attention and Dilation Convolutional for Semantic Segmentation of Coal Maceral Groups Zhenghao Xi Zhengnan Lv Yang Zheng Xiang Liu Zhuang Yu Junran Chen Jing Hu Yaqi Liu DiffM 7 0 0 15 Jun 2025
FAMSeg: Fetal Femur and Cranial Ultrasound Segmentation Using Feature-Aware Attention and Mamba Enhancement Jie He Minglang Chen Minying Lu Bocheng Liang Junming Wei Guiyan Peng Jiaxi Chen Ying Tan Mamba 15 0 0 09 Jun 2025
Deep Learning Reforms Image Matching: A Survey and Outlook Shihua Zhang Zizhuo Li Kaining Zhang Yifan Lu Yuxin Deng Linfeng Tang Xingyu Jiang Jiayi Ma 3DV 101 0 0 05 Jun 2025
BiXFormer: A Robust Framework for Maximizing Modality Effectiveness in Multi-Modal Semantic Segmentation Jialei Chen Xu Zheng Danda Pani Paudel Luc Van Gool Hiroshi Murase Daisuke Deguchi 79 0 0 04 Jun 2025
Contrast-Invariant Self-supervised Segmentation for Quantitative Placental MRI Xinliu Zhong Ruiying Liu Emily S. Nichols Xuzhe Zhang Andrew F. Laine Emma G. Duerden Yun Wang 33 0 0 30 May 2025
LeMoRe: Learn More Details for Lightweight Semantic Segmentation Mian Muhammad Naeem Abid Nancy Mehta Zongwei Wu Radu Timofte VLM 15 0 0 29 May 2025
CarboNeXT and CarboFormer: Dual Semantic Segmentation Architectures for Detecting and Quantifying Carbon Dioxide Emissions Using Optical Gas Imaging Taminul Islam Toqi Tahamid Sarker M. Embaby Khaled R Ahmed A. AbuGhazaleh 22 0 0 23 May 2025
EGFormer: Towards Efficient and Generalizable Multimodal Semantic Segmentation Zelin Zhang Tao Zhang KediLI Xu Zheng 71 0 0 20 May 2025
Ground-V: Teaching VLMs to Ground Complex Instructions in Pixels Yongshuo Zong Qin Zhang Dongsheng An Zhihua Li Xiang Xu Linghan Xu Zhuowen Tu Yifan Xing Onkar Dabeer ObjD 89 0 0 20 May 2025
DiCo: Revitalizing ConvNets for Scalable and Efficient Diffusion Modeling Yuang Ai Qihang Fan Xuefeng Hu Zhenheng Yang Ran He Huaibo Huang DiffM 88 0 0 16 May 2025
Split Matching for Inductive Zero-shot Semantic Segmentation Jialei Chen Xu Zheng Dongyue Li Chong Yi Seigo Ito D. Paudel Luc Van Gool Hiroshi Murase Daisuke Deguchi VLM 201 0 0 08 May 2025
FEMSN: Frequency-Enhanced Multiscale Network for fault diagnosis of rotating machinery under strong noise environments Yuhan Yuan Xiaomo Jiang Yanfeng Han Ke Xiao 39 0 0 07 May 2025
Vision-Centric Representation-Efficient Fine-Tuning for Robust Universal Foreground Segmentation Guoyi Zhang Siyang Chen Guangsheng Xu Han Wang Xiaohu Zhang 91 1 0 20 Apr 2025
Temporal Propagation of Asymmetric Feature Pyramid for Surgical Scene Segmentation Cheng Yuan Yutong Ban MedIm 52 0 0 18 Apr 2025
A Complex-valued SAR Foundation Model Based on Physically Inspired Representation Learning M. D. Wang Hanbo Bi Yingchao Feng Linlin Xin Shuo Gong Tianqi Wang Zhiyuan Yan Peijin Wang Wenhui Diao Xian Sun 65 0 0 16 Apr 2025
LightFormer: A lightweight and efficient decoder for remote sensing image segmentation Sihang Chen Lijun Yun Ziqiang Liu JianFeng Zhu Jianfei Chen Hui Wang Yueping Nie 63 0 0 15 Apr 2025
Pillar-Voxel Fusion Network for 3D Object Detection in Airborne Hyperspectral Point Clouds Yanze Jiang Yanfeng Gu Xian Li 3DPC 65 0 0 13 Apr 2025
DFormerv2: Geometry Self-Attention for RGBD Semantic Segmentation Bo Yin Jiao-Long Cao Ming-Ming Cheng Qibin Hou 3DPC MDE 93 0 0 07 Apr 2025
Adaptive Frequency Enhancement Network for Remote Sensing Image Semantic Segmentation Feng Gao Miao Fu Jingchao Cao Junyu Dong Q. Du 87 0 0 03 Apr 2025
MaSS13K: A Matting-level Semantic Segmentation Benchmark C. Xie Minghan Li Hui Zeng Jun Luo Lei Zhang VLM 176 0 0 24 Mar 2025
Image as an IMU: Estimating Camera Motion from a Single Motion-Blurred Image Jerred Chen Ronald Clark 109 1 0 21 Mar 2025
Depth-Aware Range Image-Based Model for Point Cloud Segmentation Bike Chen Antti Tikänmaki Juha Roning 3DPC 3DV 88 0 0 19 Mar 2025
SDF-TopoNet: A Two-Stage Framework for Tubular Structure Segmentation via SDF Pre-training and Topology-Aware Fine-Tuning Siyi Wu Liang Zhao Haotian Ma Xinyuan Song 81 0 0 14 Mar 2025
HumanoidPano: Hybrid Spherical Panoramic-LiDAR Cross-Modal Perception for Humanoid Robots Qiang Zhang Zhang Zhang Wei Cui Jingkai Sun Jiahang Cao ... Hao-Ran Cheng Yujie Chen Liwen Wang Jian Tang Renjing Xu 139 3 0 12 Mar 2025
Active Learning Inspired ControlNet Guidance for Augmenting Semantic Segmentation Datasets H. Kniesel Pedro Hermosilla Timo Ropinski 120 0 0 12 Mar 2025
ChromaFormer: A Scalable and Accurate Transformer Architecture for Land Cover Classification Mingshi Li Dusan Grujicic Ben Somers Stien Heremans S. D. Saeger Matthew B. Blaschko ViT 136 0 0 11 Mar 2025
YOLO-MS: Rethinking Multi-Scale Representation Learning for Real-time Object Detection Yuming Chen Xinbin Yuan Ruiqi Wu Jiabao Wang Qibin Hou Mingg-Ming Cheng Ming-Ming Cheng ObjD 292 58 0 21 Feb 2025
Data-driven Detection and Evaluation of Damages in Concrete Structures: Using Deep Learning and Computer Vision Saeid Ataei Saeed Adibnazari Seyyed Taghi Ataei 49 1 0 21 Jan 2025
Threshold Attention Network for Semantic Segmentation of Remote Sensing Images Wei Long Yongjun Zhang Zhongwei Cui Yujie Xu Xuexue Zhang 248 14 0 14 Jan 2025
Dedicated Inference Engine and Binary-Weight Neural Networks for Lightweight Instance Segmentation Tse-Wei Chen Wei Tao Dongyue Zhao Kazuhiro Mima Tadayuki Ito Kinya Osa Masami Kato MQ 161 0 0 03 Jan 2025
UNet--: Memory-Efficient and Feature-Enhanced Network Architecture based on U-Net with Reduced Skip-Connections Lingxiao Yin Wei Tao Dongyue Zhao Tadayuki Ito Kinya Osa Masami Kato Tse-Wei Chen 68 0 0 24 Dec 2024
Establishing Reality-Virtuality Interconnections in Urban Digital Twins for Superior Intelligent Road Inspection Yikang Zhang Chuang-Wei Liu Jiahang Li Yingbing Chen Jie Cheng Rui Fan 72 0 0 23 Dec 2024
Learning Dynamic Local Context Representations for Infrared Small Target Detection Guoyi Zhang Guangsheng Xu Han Wang Siyang Chen Yunxiao Shan Xiaohu Zhang 97 2 0 23 Dec 2024
Uncertainty-Participation Context Consistency Learning for Semi-supervised Semantic Segmentation Jianjian Yin Yi Chen Zhichao Zheng Junsheng Zhou Yanhui Gu 146 3 0 23 Dec 2024
Multi-modal and Multi-scale Spatial Environment Understanding for Immersive Visual Text-to-Speech Rui Liu Shuwei He Yifan Hu Hong Li VLM 162 3 0 16 Dec 2024
SegMAN: Omni-scale Context Modeling with State Space Models and Local Attention for Semantic Segmentation Yunxiang Fu Meng Lou Yizhou Yu 319 1 0 16 Dec 2024
A4-Unet: Deformable Multi-Scale Attention Network for Brain Tumor Segmentation Ruoxin Wang Tianyi Tang Haiming Du Yuxuan Cheng Yu Wang Lingjie Yang Xiaohui Duan Yunfang Yu Yu Zhou Donglong Chen 106 0 0 08 Dec 2024
ROSE: Revolutionizing Open-Set Dense Segmentation with Patch-Wise Perceptual Large Multimodal Model Kunyang Han Yibo Hu Mengxue Qu Hailin Shi Yao Zhao Y. X. Wei MLLM VLM 3DV 265 1 0 29 Nov 2024
A Bilayer Segmentation-Recombination Network for Accurate Segmentation of Overlapping C. elegans Mengqian Dinga Jun Liua Yang Luo Jinshan Tang 125 0 0 26 Nov 2024
Monocular Lane Detection Based on Deep Learning: A Survey Xin He Haiyun Guo Kuan Zhu Bingke Zhu Xu Zhao Jianwu Fang Jinqiao Wang 192 1 0 25 Nov 2024
Self-Calibrated CLIP for Training-Free Open-Vocabulary Segmentation Sule Bai Yong-Jin Liu Yifei Han Haoji Zhang Yansong Tang VLM 322 8 0 24 Nov 2024
Heuristical Comparison of Vision Transformers Against Convolutional Neural Networks for Semantic Segmentation on Remote Sensing Imagery Ashim Dahal Saydul Akbar Murad Nick Rahimi ViT 192 2 0 14 Nov 2024
Text-DiFuse: An Interactive Multi-Modal Image Fusion Framework based on Text-modulated Diffusion Model Hao Zhang Lei Cao Jiayi Ma DiffM 77 6 0 31 Oct 2024
OpenSatMap: A Fine-grained High-resolution Satellite Dataset for Large-scale Map Construction Hongbo Zhao Lue Fan Yuntao Chen Haochen Wang Yiran Yang Xiaojuan Jin Yixin Zhang Gaofeng Meng Zhaoxiang Zhang 98 3 0 30 Oct 2024
Towards Multi-dimensional Explanation Alignment for Medical Classification Lijie Hu Songning Lai Wenshuo Chen Hongru Xiao Hongbin Lin Lu Yu Jingfeng Zhang Di Wang 74 2 0 28 Oct 2024
Surgical Scene Segmentation by Transformer With Asymmetric Feature Enhancement Cheng Yuan Yutong Ban ViT MedIm 16 0 0 23 Oct 2024
Frontiers in Intelligent Colonoscopy Ge-Peng Ji Jingyi Liu Peng Xu Nick Barnes Fahad Shahbaz Khan Salman Khan Deng-Ping Fan 122 5 0 22 Oct 2024
RClicks: Realistic Click Simulation for Benchmarking Interactive Segmentation Anton Antonov Andrey Moskalenko Denis Shepelev Alexander Krapukhin Konstantin Soshin Anton Konushin V. Shakhuro 106 0 0 15 Oct 2024
Rethinking the Evaluation of Visible and Infrared Image Fusion Dayan Guan Yixuan Wu Tianzhu Liu Alex C. Kot Yanfeng Gu 88 0 0 09 Oct 2024