MF-Mamba: Multiscale Convolution and Mamba Fusion Model for Semantic Segmentation of Remote Sensing Imagery.

Ji Zhao 0006 China University of Geosciences, School of Computer Science, Wuhan, China Wuhan University, State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, China https://orcid.org/0000-0001-9039-2789 Ji Zhao Ji Zhao 0001 Huixi Technology, China TuSimple Samsung Research, Beijing, China Carnegie Mellon University, Robotics Institute, Pittsburgh, PA, USA Huazhong University of Science and Technology, Wuhan, China https://sites.google.com/site/drjizhao/ https://orcid.org/0000-0002-0150-4601 Ji Zhao 0002 Jiangnan University, Wuxi, Jiangsu, China Ji Zhao 0003 Jilin University, Department of Mechanical Engineering, Changchun, China Ji Zhao 0004 Hebei United University, Tangshan, China Ji Zhao 0005 Southwest University of Science and Technology, School of Information Engineering, Mianyang, China University of Electronic Science and Technology of China, Chengdu, China Southwest University, Chongqing, China https://ieeexplore.ieee.org/author/37086261011 https://orcid.org/0000-0002-5966-1757 Ji Zhao 0007 Henan Polytechnic University, Jiaozuo, Henan Province, China Ji Zhao 0008 University of Science and Technology Liaoning. Anshan, China https://orcid.org/0000-0002-2536-5917 Ji Zhao 0009 Shanghai Jiao Tong University, China Ji Zhao 0010 DiDi Chuxing, Beijing, China Ji Zhao 0011 Wuxi City College of Vocational Technology, Wuxi, Jiangsu, China Ji Zhao 0013 Microsoft Research Asia, Beijing, China Ji Zhao 0014 Zhejiang University, College of Information Science and Electronic Engineering, Hangzhou, China Ji Zhao 0015 Northeastern University, School of Mechanical Engineering and Automation, Shenyang, China https://ieeexplore.ieee.org/author/37089797260 https://orcid.org/0009-0002-1200-1724 Ji Zhao 0016 Shanghai Pudong Development Bank Co., Ltd., China Ji Zhao 0018 Hangzhou Dianzi University, College of Computer Science, China Ji Zhao 0019 Bentley Systems, Inc., Watertown, CT, USA Ji Zhao 0020 University of Science and Technology of China, Hefei, China https://orcid.org/0009-0005-0214-8345 https://www.wikidata.org/entity/Q131013882 Ji Zhao 0021 Beijing University of Technology, School of Information Science and Technology, China

Pu Xiao Yuting Dong Ji Zhao 0006 Tieqi Peng Christian Geiß Yanfei Zhong Hannes Taubenböck MF-Mamba: Multiscale Convolution and Mamba Fusion Model for Semantic Segmentation of Remote Sensing Imagery. 1-16 2025 63 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2025.3593410 db/journals/tgrs/tgrs63.html#XiaoDZPGZT25 streams/journals/tgrs

Xuecheng Wen Ji Zhao 0006 Han Wang Chenyi Liu Changliang Shao Yuting Dong Unconditional Image Thresholding Approach of Optical and Sar Data for Large-Scale Flood Mapping. 3010-3013 2024 IGARSS https://doi.org/10.1109/IGARSS53475.2024.10641764 conf/igarss/2024 db/conf/igarss/igarss2024.html#WenZWLSD24 streams/conf/igarss Yingying Yuan Ji Zhao 0006 Changliang Shao Yuting Dong A Terrain Feature Guided-Diffusion Model for Void Filling of Digital Elevation Models. 7007-7010 2024 IGARSS https://doi.org/10.1109/IGARSS53475.2024.10642792 conf/igarss/2024 db/conf/igarss/igarss2024.html#YuanZSD24 streams/conf/igarss Pu Xiao Chenyi Liu Ji Zhao 0006 Haixia Yang Yuting Dong Accurate Water Body Mapping Based on Unsupervised Deep Learning. 7468-7471 2024 IGARSS https://doi.org/10.1109/IGARSS53475.2024.10642316 conf/igarss/2024 db/conf/igarss/igarss2024.html#XiaoLZYD24 streams/conf/igarss

Yinhe Liu Yanfei Zhong Ailong Ma Ji Zhao 0006 Liangpei Zhang 0001 Cross-resolution national-scale land-cover mapping based on noisy label learning: A case study of China. 103265 2023 April 118 Int. J. Appl. Earth Obs. Geoinformation https://doi.org/10.1016/j.jag.2023.103265 db/journals/aeog/aeog118.html#LiuZMZZ23

Sunan Shi Yanfei Zhong Yinhe Liu Jue Wang 0011 Yuting Wan Ji Zhao 0006 Pengyuan Lv Liangpei Zhang 0001 Deren Li Multi-temporal urban semantic understanding based on GF-2 remote sensing imagery: from tri-temporal datasets to multi-task mapping. 3321-3347 2023 December 16 Int. J. Digit. Earth 1 https://doi.org/10.1080/17538947.2023.2246445 db/journals/digearth/digearth16.html#ShiZLWWZLZL23

Yifan Shen Ling Shi Ji Zhao 0006 Yuting Dong Lizhe Wang 0001 Fully Convolutional Spectral-Spatial Fusion Network Integrating Supervised Contrastive Learning for Hyperspectral Image Classification. 9077-9088 2023 16 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2023.3319587 db/journals/staeors/staeors16.html#ShenSZDW23

Xin Hu Yanfei Zhong Xinyu Wang 0003 Chang Luo Ji Zhao 0006 Lei Lei Liangpei Zhang 0001 SPNet: Spectral Patching End-to-End Classification Network for UAV-Borne Hyperspectral Imagery With High Spatial and Spectral Resolutions. 1-17 2022 60 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2021.3049292 db/journals/tgrs/tgrs60.html#HuZWLZLZ22

Sunan Shi Yanfei Zhong Ji Zhao 0006 Pengyuan Lv Yinhe Liu Liangpei Zhang 0001 Land-Use/Land-Cover Change Detection Based on Class-Prior Object-Oriented Conditional Random Field Framework for High Spatial Resolution Remote Sensing Imagery. 1-16 2022 60 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2020.3034373 db/journals/tgrs/tgrs60.html#ShiZZLLZ22

Libei Fan Yuting Dong Ji Zhao 0006 Christian Geiß Lizhe Wang 0001 Hannes Taubenböck Mapping of Small Water Bodies with Integrated Spatial Information for Time Series Images of Optical Remote Sensing. 6224-6227 2022 IGARSS https://doi.org/10.1109/IGARSS46834.2022.9883460 conf/igarss/2022 db/conf/igarss/igarss2022.html#FanD0G0T22

Suzheng Tian Ruyi Feng Ji Zhao 0006 Lizhe Wang 0001 An Analysis of the Work Resumption in China under the COVID-19 Epidemic Based on Night Time Lights Data. 614 2021 10 ISPRS Int. J. Geo Inf. 9 https://doi.org/10.3390/ijgi10090614 db/journals/ijgi/ijgi10.html#TianFZW21

Shaoyu Wang 0003 Yanfei Zhong Ji Zhao 0006 Xinyu Wang 0003 Xin Hu S3CRF: Sparse Spatial-Spectral Conditional Random Field Target Detection Framework for Airborne Hyperspectral Data. 46917-46930 2020 8 IEEE Access https://doi.org/10.1109/ACCESS.2020.2978586 db/journals/access/access8.html#WangZZWH20

Ji Zhao 0006 Suzheng Tian Christian Geiß Lizhe Wang 0001 Yanfei Zhong Hannes Taubenböck Spectral-Spatial Classification Integrating Band Selection for Hyperspectral Imagery With Severe Noise Bands. 1597-1609 2020 13 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2020.2984568 db/journals/staeors/staeors13.html#ZhaoTGWZT20

Lifei Wei Ming Yu Yanfei Zhong Ji Zhao 0006 Yajing Liang Xin Hu Spatial-Spectral Fusion Based on Conditional Random Fields for the Fine Classification of Crops in UAV-Borne Hyperspectral Remote Sensing Imagery. 780 2019 11 Remote. Sens. 7 https://doi.org/10.3390/rs11070780 https://www.wikidata.org/entity/Q128112899 db/journals/remotesensing/remotesensing11.html#WeiYZZLH19

Nan Zhao Ailong Ma Yanfei Zhong Ji Zhao 0006 Liqin Cao Self-Training Classification Framework with Spatial-Contextual Information for Local Climate Zones. 2828 2019 11 Remote. Sens. 23 https://doi.org/10.3390/rs11232828 https://www.wikidata.org/entity/Q126658422 db/journals/remotesensing/remotesensing11.html#ZhaoMZZC19

Xiaoyan Lu Yanfei Zhong Zhuo Zheng Yanfei Liu Ji Zhao 0006 Ailong Ma Jie Yang 0040 Multi-Scale and Multi-Task Deep Learning Framework for Automatic Road Extraction. 9362-9377 2019 57 IEEE Trans. Geosci. Remote. Sens. 11 https://doi.org/10.1109/TGRS.2019.2926397 db/journals/tgrs/tgrs57.html#LuZZLZMY19

Xin Hu Xinyu Wang 0003 Yanfei Zhong Ji Zhao 0006 Chang Luo Lifei Wei SPNet: A Spectral Patching Network for End-To-End Hyperspectral Image Classification. 963-966 2019 IGARSS https://doi.org/10.1109/IGARSS.2019.8897843 conf/igarss/2019 db/conf/igarss/igarss2019.html#Hu0Z0LW19 Xiaoyan Lu Yanfei Zhong Ji Zhao 0006 Multi-Scale Enhanced Deep Network for Road Detection. 3947-3950 2019 IGARSS https://doi.org/10.1109/IGARSS.2019.8899115 conf/igarss/2019 db/conf/igarss/igarss2019.html#LuZ019

Yanfei Zhong Rui Huang 0003 Ji Zhao 0006 Bei Zhao Tingting Liu Aurora Image Classification Based on Multi-Feature Latent Dirichlet Allocation. 233 2018 10 Remote. Sens. 2 https://doi.org/10.3390/rs10020233 db/journals/remotesensing/remotesensing10.html#ZhongHZZL18

Yuting Dong Baobao Liu Lu Zhang 0034 Mingsheng Liao Ji Zhao 0006 Fusion of Multi-Baseline and Multi-Orbit InSAR DEMs with Terrain Feature-Guided Filter. 1511 2018 10 Remote. Sens. 10 https://doi.org/10.3390/rs10101511 https://www.wikidata.org/entity/Q129208822 db/journals/remotesensing/remotesensing10.html#DongLZLZ18

Pengyuan Lv Yanfei Zhong Ji Zhao 0006 Liangpei Zhang 0001 Unsupervised Change Detection Based on Hybrid Conditional Random Field Model for High Spatial Resolution Remote Sensing Imagery. 4002-4015 2018 56 IEEE Trans. Geosci. Remote. Sens. 7 https://doi.org/10.1109/TGRS.2018.2819367 https://www.wikidata.org/entity/Q129814497 db/journals/tgrs/tgrs56.html#LvZZZ18

Yanfei Zhong Qiong Cao Ji Zhao 0006 Ailong Ma Bei Zhao Liangpei Zhang 0001 Optimal Decision Fusion for Urban Land-Use/Land-Cover Classification Based on Adaptive Differential Evolution Using Hyperspectral and LiDAR Data. 868 2017 9 Remote. Sens. 8 https://doi.org/10.3390/rs9080868 db/journals/remotesensing/remotesensing9.html#ZhongCZMZZ17

Yanfei Zhong Tianyi Jia Ji Zhao 0006 Xinyu Wang 0003 Shuying Jin Spatial-Spectral-Emissivity Land-Cover Classification Fusing Visible and Thermal Infrared Hyperspectral Imagery. 910 2017 9 Remote. Sens. 9 https://doi.org/10.3390/rs9090910 db/journals/remotesensing/remotesensing9.html#ZhongJZWJ17

Pengyuan Lv Yanfei Zhong Ji Zhao 0006 Ailong Ma Liangpei Zhang 0001 Change detection based on structural conditional random field framework for high spatial resolution remote sensing imagery. 1059-1062 2017 IGARSS https://doi.org/10.1109/IGARSS.2017.8127138 conf/igarss/2017 db/conf/igarss/igarss2017.html#LvZZMZ17 Yanfei Liu Yanfei Zhong Ji Zhao 0006 Ailong Ma Qianqing Qin Scene semantic classification based on scale invariance convolutional neural networks. 4754-4757 2017 IGARSS https://doi.org/10.1109/IGARSS.2017.8128064 conf/igarss/2017 db/conf/igarss/igarss2017.html#LiuZZMQ17

Pengyuan Lv Yanfei Zhong Ji Zhao 0006 Hongzan Jiao Liangpei Zhang 0001 Change Detection Based on a Multifeature Probabilistic Ensemble Conditional Random Field Model for High Spatial Resolution Remote Sensing Imagery. 1965-1969 2016 13 IEEE Geosci. Remote. Sens. Lett. 12 https://doi.org/10.1109/LGRS.2016.2619163 https://www.wikidata.org/entity/Q56749283 db/journals/lgrs/lgrs13.html#LvZZJZ16

Ji Zhao 0006 Yanfei Zhong Hong Shu Liangpei Zhang 0001 High-Resolution Image Classification Integrating Spectral-Spatial-Location Cues by Conditional Random Fields. 4033-4045 2016 25 IEEE Trans. Image Process. 9 https://doi.org/10.1109/TIP.2016.2577886 https://www.wikidata.org/entity/Q50628689 db/journals/tip/tip25.html#ZhaoZSZ16

Pengyuan Lv Yanfei Zhong Ji Zhao 0006 Liangpei Zhang 0001 Unsupervised change detection model based on hybrid conditional random field for high spatial resolution remote sensing imagery. 1863-1866 2016 IGARSS https://doi.org/10.1109/IGARSS.2016.7729478 conf/igarss/2016 db/conf/igarss/igarss2016.html#LvZZZ16 Ji Zhao 0006 Yanfei Zhong Rongrong Gao Liangpei Zhang 0001 Hong Shu Feature extraction framework in class space for hyperspectral image classification. 3164-3167 2016 IGARSS https://doi.org/10.1109/IGARSS.2016.7729818 conf/igarss/2016 db/conf/igarss/igarss2016.html#ZhaoZGZS16

Ji Zhao 0006 Yanfei Zhong Yunyun Wu Liangpei Zhang 0001 Hong Shu Sub-Pixel Mapping Based on Conditional Random Fields for Hyperspectral Remote Sensing Imagery. 1049-1060 2015 9 IEEE J. Sel. Top. Signal Process. 6 https://doi.org/10.1109/JSTSP.2015.2416683 db/journals/jstsp/jstsp9.html#ZhaoZWZS15

Yanfei Zhong Wenfeng Liu Ji Zhao 0006 Liangpei Zhang 0001 Change Detection Based on Pulse-Coupled Neural Networks and the NMI Feature for High Spatial Resolution Remote Sensing Imagery. 537-541 2015 12 IEEE Geosci. Remote. Sens. Lett. 3 https://doi.org/10.1109/LGRS.2014.2349937 db/journals/lgrs/lgrs12.html#ZhongLZZ15

Ji Zhao 0006 Yanfei Zhong Liangpei Zhang 0001 Detail-Preserving Smoothing Classifier Based on Conditional Random Fields for High Spatial Resolution Remote Sensing Imagery. 2440-2452 2015 53 IEEE Trans. Geosci. Remote. Sens. 5 https://doi.org/10.1109/TGRS.2014.2360100 db/journals/tgrs/tgrs53.html#ZhaoZZ15

Pengyuan Lv Yanfei Zhong Ji Zhao 0006 Liangpei Zhang 0001 Unsupervised change detection based on conditional random fields and texture feature for high resolution remote sensing imagery. 1081-1085 2015 ChinaSIP https://doi.org/10.1109/ChinaSIP.2015.7230571 conf/chinasip/2015 db/conf/chinasip/chinasip2015.html#LvZZZ15 Ji Zhao 0006 Yanfei Zhong Hong Shu Liangpei Zhang 0001 Spectral-spatial conditional random field classifier with location cues for high spatial resolution imagery. 4380-4383 2015 IGARSS https://doi.org/10.1109/IGARSS.2015.7326797 conf/igarss/2015 db/conf/igarss/igarss2015.html#ZhaoZSZ15

Yanfei Zhong Ji Zhao 0006 Liangpei Zhang 0001 A Hybrid Object-Oriented Conditional Random Field Classification Framework for High Spatial Resolution Remote Sensing Imagery. 7023-7037 2014 52 IEEE Trans. Geosci. Remote. Sens. 11 https://doi.org/10.1109/TGRS.2014.2306692 db/journals/tgrs/tgrs52.html#ZhongZZ14a

Liqin Cao Qiong Cao Yuting Dong Libei Fan Ruyi Feng Rongrong Gao Christian Geiß Xin Hu Rui Huang 0003 Tianyi Jia Hongzan Jiao Shuying Jin Lei Lei DeRen LiDeren Li Yajing Liang Mingsheng Liao Baobao Liu Chenyi Liu Tingting Liu Wenfeng Liu Yanfei Liu Yinhe Liu Xiaoyan Lu Chang Luo Pengyuan Lv Ailong Ma Tieqi Peng Qianqing Qin Changliang Shao Yifan Shen Ling Shi Sunan Shi Hong Shu Hannes Taubenböck Suzheng Tian Yuting Wan Han Wang Jue Wang 0011 Lizhe Wang 0001 Shaoyu Wang 0003 Xinyu Wang 0003 Lifei Wei Xuecheng Wen Yunyun Wu Pu Xiao Haixia Yang Jie Yang 0040 Ming Yu Yingying Yuan Liangpei Zhang 0001 Lu Zhang 0034 Bei Zhao Nan Zhao Zhuo Zheng Yanfei Zhong