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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Title
Advancements in Road Lane Mapping: Comparative Fine-Tuning Analysis of Deep Learning-based Semantic Segmentation Methods Using Aerial Imagery Willow Liu Shuxin Qiao K. Gao Hongjie He M. Chapman Linlin Xu Jonathan Li 128 0 0 08 Oct 2024
DMC-Net: Lightweight Dynamic Multi-Scale and Multi-Resolution Convolution Network for Pancreas Segmentation in CT Images Jin Yang Daniel S. Marcus Aristeidis Sotiras 56 0 0 03 Oct 2024
SegEarth-OV: Towards Training-Free Open-Vocabulary Segmentation for Remote Sensing Images Kaiyu Li Ruixun Liu Xiangyong Cao Deyu Meng Zhi Wang Deyu Meng Zhi Wang 79 3 0 02 Oct 2024
AUCSeg: AUC-oriented Pixel-level Long-tail Semantic Segmentation Boyu Han Qianqian Xu Zhiyong Yang Shilong Bao Peisong Wen Yangbangyan Jiang Qingming Huang 116 4 0 30 Sep 2024
OneBEV: Using One Panoramic Image for Bird's-Eye-View Semantic Mapping Jiale Wei Junwei Zheng Ruiping Liu Jie Hu Jiaming Zhang Rainer Stiefelhagen 69 2 0 20 Sep 2024
Exploiting Minority Pseudo-Labels for Semi-Supervised Semantic Segmentation in Autonomous Driving Yuting Hong Hui Xiao Huazheng Hao Xiaojie Qiu Baochen Yao Chengbin Peng 75 0 0 19 Sep 2024
GeoCalib: Learning Single-image Calibration with Geometric Optimization Alexander Veicht Paul-Edouard Sarlin Philipp Lindenberger Marc Pollefeys 84 7 0 10 Sep 2024
PlantSeg: A Large-Scale In-the-wild Dataset for Plant Disease Segmentation Tianqi Wei Zhi Chen Xin Yu Scott Chapman P. Melloy Zi Huang 41 6 0 06 Sep 2024
UV-Mamba: A DCN-Enhanced State Space Model for Urban Village Boundary Identification in High-Resolution Remote Sensing Images Lulin Li Ben Chen Xuechao Zou Junliang Xing Pin Tao Mamba 117 1 0 05 Sep 2024
Language-guided Scale-aware MedSegmentor for Lesion Segmentation in Medical Imaging Shuyi Ouyang Jinyang Zhang Xiangye Lin Xilai Wang Qingqing Chen Yen-Wei Chen Lanfen Lin VLM 59 0 0 30 Aug 2024
FastForensics: Efficient Two-Stream Design for Real-Time Image Manipulation Detection Yangxiang Zhang Yuezun Li Delong Zhu Jiaran Zhou Junyu Dong 60 0 0 29 Aug 2024
Physically Feasible Semantic Segmentation Shamik Basu Luc Van Gool Daniel Gehrig 205 1 0 26 Aug 2024
Frequency-aware Feature Fusion for Dense Image Prediction Linwei Chen Ying Fu Lin Gu Chenggang Yan Tatsuya Harada Gao Huang 3DV 116 33 0 23 Aug 2024
Depth-guided Texture Diffusion for Image Semantic Segmentation Wei Sun Yuan Li Qixiang Ye Jianbin Jiao Yanzhao Zhou DiffM MDE 65 0 0 17 Aug 2024
MetaSeg: MetaFormer-based Global Contexts-aware Network for Efficient Semantic Segmentation Beoungwoo Kang Seunghun Moon Yubin Cho Hyunwoo Yu Suk-Ju Kang ViT MedIm 63 11 0 14 Aug 2024
Cross-aware Early Fusion with Stage-divided Vision and Language Transformer Encoders for Referring Image Segmentation Yubin Cho Hyunwoo Yu Suk-Ju Kang 129 21 0 14 Aug 2024
MacFormer: Semantic Segmentation with Fine Object Boundaries Guoan Xu Wenfeng Huang Tao Wu Ligeng Chen Wenjing Jia Guangwei Gao Xiatian Zhu Stuart W. Perry 82 0 0 11 Aug 2024
Sparse Refinement for Efficient High-Resolution Semantic Segmentation Zhijian Liu Zhuoyang Zhang Samir Khaki Shang Yang Haotian Tang Chenfeng Xu Kurt Keutzer Song Han SSeg 84 1 0 26 Jul 2024
Embedding-Free Transformer with Inference Spatial Reduction for Efficient Semantic Segmentation Hyunwoo Yu Yubin Cho Beoungwoo Kang Seunghun Moon Kyeongbo Kong Suk-Ju Kang 76 3 0 24 Jul 2024
Early Preparation Pays Off: New Classifier Pre-tuning for Class Incremental Semantic Segmentation Zhengyuan Xie Haiquan Lu Jia-Wen Xiao Enguang Wang Le Zhang Xialei Liu CLL 87 3 0 19 Jul 2024
Distributed Semantic Segmentation with Efficient Joint Source and Task Decoding Danish Nazir Timo Bartels Jan Piewek Thorsten Bagdonat Tim Fingscheidt 74 0 0 15 Jul 2024
A Refreshed Similarity-based Upsampler for Direct High-Ratio Feature Upsampling Minghao Zhou Hong Wang Yefeng Zheng Deyu Meng 224 2 0 02 Jul 2024
ASPS: Augmented Segment Anything Model for Polyp Segmentation Huiqian Li Dingwen Zhang Jieru Yao Longfei Han Zhongyu Li Jiawei Han 128 12 0 30 Jun 2024
LightStereo: Channel Boost Is All You Need for Efficient 2D Cost Aggregation Xianda Guo Chenming Zhang Dujun Nie Wenzhao Zheng Youmin Zhang Long Chen Long Chen 94 7 0 28 Jun 2024
OMG-LLaVA: Bridging Image-level, Object-level, Pixel-level Reasoning and Understanding Tao Zhang Xiangtai Li Hao Fei Haobo Yuan Shengqiong Wu Shunping Ji Chen Change Loy Shuicheng Yan LRM MLLM VLM 136 63 0 27 Jun 2024
Implicit-Zoo: A Large-Scale Dataset of Neural Implicit Functions for 2D Images and 3D Scenes Qi Ma Danda Pani Paudel E. Konukoglu Luc Van Gool 106 6 0 25 Jun 2024
RepNeXt: A Fast Multi-Scale CNN using Structural Reparameterization Mingshu Zhao Yi Luo Yong Ouyang 117 3 0 23 Jun 2024
Frozen CLIP: A Strong Backbone for Weakly Supervised Semantic Segmentation Bingfeng Zhang Siyue Yu Yunchao Wei Yao Zhao Jimin Xiao VLM 71 10 0 17 Jun 2024
DSNet: A Novel Way to Use Atrous Convolutions in Semantic Segmentation Zilu Guo Liuyang Bian Xuan Huang Hu Wei Jingyu Li Huasheng Ni SSeg 97 12 0 06 Jun 2024
Cascade-CLIP: Cascaded Vision-Language Embeddings Alignment for Zero-Shot Semantic Segmentation Yunheng Li Zhongyu Li Quansheng Zeng Qibin Hou Ming-Ming Cheng VLM 123 11 0 02 Jun 2024
U3M: Unbiased Multiscale Modal Fusion Model for Multimodal Semantic Segmentation Bingyu Li Da Zhang Zhiyuan Zhao Junyu Gao Xuelong Li 90 5 0 24 May 2024
Automatic diagnosis of cardiac magnetic resonance images based on semi-supervised learning Hejun Huang Zuguo Chen Yi Huang Guangqiang Luo Chaoyang Chen Youzhi Song 64 0 0 23 May 2024
Context-Guided Spatial Feature Reconstruction for Efficient Semantic Segmentation Zhenliang Ni Xinghao Chen Yingjie Zhai Yehui Tang Yunhe Wang 109 20 0 10 May 2024
Light-weight Retinal Layer Segmentation with Global Reasoning Xiang He Weiye Song Yiming Wang Fabio Poiesi Ji Yi M. Desai Quanqing Xu Kongzheng Yang Yi Wan MedIm 3DV 54 12 0 25 Apr 2024
Gasformer: A Transformer-based Architecture for Segmenting Methane Emissions from Livestock in Optical Gas Imaging Toqi Tahamid Sarker M. Embaby Khaled R Ahmed A. AbuGhazaleh 48 4 0 16 Apr 2024
SG-BEV: Satellite-Guided BEV Fusion for Cross-View Semantic Segmentation Junyan Ye Qiyan Luo Jinhua Yu Huaping Zhong Zhimeng Zheng Conghui He Weijia Li 85 12 0 03 Apr 2024
Improve Cross-domain Mixed Sampling with Guidance Training for Adaptive Segmentation Wenlve Zhou Zhiheng Zhou Tianlei Wang Delu Zeng 82 0 0 22 Mar 2024
LSKNet: A Foundation Lightweight Backbone for Remote Sensing Yuxuan Li Xiang Li Yimain Dai Qibin Hou Li Liu Yongxiang Liu Ming-Ming Cheng Jian Yang 122 41 0 18 Mar 2024
Poly Kernel Inception Network for Remote Sensing Detection Xinhao Cai Qiuxia Lai Yuwei Wang Wenguan Wang Zeren Sun Yazhou Yao 90 108 0 10 Mar 2024
Found in the Middle: How Language Models Use Long Contexts Better via Plug-and-Play Positional Encoding Zhenyu Zhang Runjin Chen Shiwei Liu Zhewei Yao Olatunji Ruwase Beidi Chen Xiaoxia Wu Zhangyang Wang 95 36 0 05 Mar 2024
HyenaPixel: Global Image Context with Convolutions Julian Spravil Sebastian Houben Sven Behnke 44 1 0 29 Feb 2024
OMG-Seg: Is One Model Good Enough For All Segmentation? Xiangtai Li Haobo Yuan Wei Li Henghui Ding Size Wu Wenwei Zhang Yining Li Kai Chen Chen Change Loy VLM MLLM ViT 150 63 0 18 Jan 2024
Attention-based UNet enabled Lightweight Image Semantic Communication System over Internet of Things Guoxin Ma Haonan Tong Nuocheng Yang Changchuan Yin 66 4 0 14 Jan 2024
Interpreting Adaptive Gradient Methods by Parameter Scaling for Learning-Rate-Free Optimization Min-Kook Suh Seung-Woo Seo ODL 60 0 0 06 Jan 2024
SCTNet: Single-Branch CNN with Transformer Semantic Information for Real-Time Segmentation Zhengze Xu Dongyue Wu Changqian Yu Xiangxiang Chu Nong Sang Changxin Gao ViT 106 61 0 28 Dec 2023
PlaNet-S: Automatic Semantic Segmentation of Placenta Shinnosuke Yamamoto Isso Saito Eichi Takaya Ayaka Harigai Tomomi Sato Tomoya Kobayashi Kei Takase Takuya Ueda 39 1 0 18 Dec 2023
MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention Hao Shao Quansheng Zeng Qibin Hou Jufeng Yang 144 14 0 14 Dec 2023
U-MixFormer: UNet-like Transformer with Mix-Attention for Efficient Semantic Segmentation Seul-Ki Yeom Julian von Klitzing ViT 75 8 0 11 Dec 2023
The Counterattack of CNNs in Self-Supervised Learning: Larger Kernel Size might be All You Need Tianjin Huang Tianlong Chen Zhangyang Wang Shiwei Liu 62 1 0 09 Dec 2023
Open-Vocabulary Segmentation with Semantic-Assisted Calibration Yong Liu Sule Bai Guanbin Li Yitong Wang Yansong Tang VLM 89 33 0 07 Dec 2023