Spatial heterogeneity of multi-scale trade-off synergies in ecosystem services by Qiaozhen Guo, Yaxin Tian, Yue Zhang, Yajiao Wang

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Research on the spatial divergence characteristics and multi-scale influence of innovative industries and housing prices–the case of knowledge-intensive service industries in Guangzhou by Luhui Qi, Fu Wan, Yan Li, Xiaomei Pang

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MSFDN: multi-scale spatial-spectral-frequency joint denoising network for hyperspectral images by Kai Ren, Weiwei Sun, Xiangchao Meng, Gang Yang

“…Therefore, in order to more accurately describe and extract noise, and obtain better denoising results, we propose a novel approach called the multi-scale spatial-spectral-frequency joint denoising network for hyperspectral images (MSFDN). …”
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Deep Learning-based Multi-scale Monitoring of Drought in China with High Spatial Resolution by Y. Peng, J. Liu, Z. Wang, M. Li

“…The Standardized Precipitation Evapotranspiration Index (SPEI), known for its multi-temporal scale characteristics, can represent various drought types and better reflect changes in drought dynamics. …”
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Spatial Insights for Building Resilience: The Territorial Risk Management & Analysis Across Scale Framework for Bridging Scales in Multi-Hazard Assessment by Francesca Maria Ugliotti, Muhammad Daud, Emmanuele Iacono

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Multi-Scale Differentiated Network with Spatial–Spectral Co-Operative Attention for Hyperspectral Image Denoising by Xueli Chang, Xiaodong Wang, Xiaoyu Huang, Meng Yan, Luxiao Cheng

“…To address these challenges, this paper proposes a multi-scale differentiated denoising network based on spatial–spectral cooperative attention (MDSSANet). …”
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A Multi-Spatial Scale Ocean Sound Speed Prediction Method Based on Deep Learning by Yu Liu, Benjun Ma, Zhiliang Qin, Cheng Wang, Chao Guo, Siyu Yang, Jixiang Zhao, Yimeng Cai, Mingzhe Li

“…Additionally, when compared to single-dimensional spatial analysis, incorporating multi-spatial scale considerations yielded superior predictive performance.…”
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Spatial patterns of hepatocyte glucose flux revealed by stable isotope tracing and multi-scale microscopy by Aliyah Habashy, Christopher Acree, Keun-Young Kim, Ali Zahraei, Martin Dufresne, Sebastien Phan, Melanie Cutler, Emilee Patterson, Alexandra G. Mulligan, Kristopher Burkewitz, Charles Robert Flynn, Louise Lantier, Thomas Deerinck, Owen P. McGuinness, Jeffrey M. Spraggins, Mark H. Ellisman, Rafael Arrojo e Drigo

“…Here we show the application of multi-scale microscopy, machine learning-based image segmentation, and spatial analysis tools to quantitatively map the fate of nutrient-derived 13C atoms across spatiotemporal scales. …”
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Leveraging spatial dependencies and multi-scale features for automated knee injury detection on MRI diagnosis by Jianhua Sun, Ye Cao, Ying Zhou, Baoqiao Qi

“…The proposed model consists of three main components: a graph construction module, graph convolutional layers, and a multi-scale feature fusion module. Additionally, a contrastive learning scheme is employed to enhance the model’s discriminative power and robustness. …”
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Spatial and temporal variation of water stress in China and its driving factors: A multi-scale analysis by Jianmin Qiao, Qin Zhang, Jing Shao, Qian Cao, Haimeng Liu, Furong Lv

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A Study on the Influence Mechanisms of Neighborhood Vitality and the Characteristics of Spatial and Temporal Differentiation in the Urban Fringe Areas of Wuhan City by Yan Long, Siyu Hu, Zhengyuan Lu, Lianghao Cheng, Cairui Zhen, Jingmei Shao, Yuqiao Zheng, Xuehui Zhou, Jin Li, Yudi Lin, Shu Zhang, Yue Wang, Tianyue Luo, Haijuan Zhao, Xuejun Liu

“…This paper analyzes the spatial distribution characteristics of neighborhood vitality and its influencing factors in urban fringe areas and investigates the connection between neighborhood vitality and its influencing factors through the application of the multi-scale geographically weighted regression (MGWR) model. …”
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STMSF: Swin Transformer with Multi-Scale Fusion for Remote Sensing Scene Classification by Yingtao Duan, Chao Song, Yifan Zhang, Puyu Cheng, Shaohui Mei

“…However, existing ViTs fail to encounter the multi-scale characteristics of ground objects with various spatial sizes when they are applied to remote sensing (RS) scene images. …”
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Spatiotemporal distribution of GNSS-derived PWV in Australia from 2010 to 2019 by Pan Zhao, Fuyang Ke, Haopeng Wu, Min Wei

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High‐Resolution Soil Moisture Data Reveal Complex Multi‐Scale Spatial Variability Across the United States by Noemi Vergopolan, Justin Sheffield, Nathaniel W. Chaney, Ming Pan, Hylke E. Beck, Craig R. Ferguson, Laura Torres‐Rojas, Felix Eigenbrod, Wade Crow, Eric F. Wood

“…This local‐scale complexity yields a remarkable and unique multi‐scale behavior at each location. …”
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Spatio-Temporal Evolution and Conflict Diagnosis of Territorial Space in Mountainous–Flatland Areas from a Multi-Scale Perspective: A Case Study of the Central Yunnan Urban Agglome... by Yongping Li, Xianguang Ma, Junsan Zhao, Shuqing Zhang, Chuan Liu

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Exploring multi-scale spatial relationship between built environment and public bicycle ridership: A case study in Nanjing by Cheng Lyu, Xinhua Wu, Yang Liu, Zhiyuan Liu, Xun Yang

“…To better understand how the urban built environment affects PBS ridership, this study conducts a quantitative analysis of the spatial relationship. It introduces a multi-scale geographically weighted regression (MGWR) to accomplish this task and conducts and evaluates a case study of the PBS in Nanjing, China. …”
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Evaluating Accessibility and Equity of Multi-Level Urban Public Sports Facilities at the Residential Neighborhood Scale by Wenchao Wang, Yujun Cai, Xiangrui Xiong, Genyu Xu

“…When applied to Shanghai, the framework revealed distinct spatial patterns across facility levels, exhibiting scale-dependent characteristics. …”
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Revealing multi-scale characteristics of ecosystem services supply and demand imbalance to enhance refined ecosystem management in China by Mengwen Gao, Yecui Hu, Xinwei Liu, Mengyin Liang

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An Attention‐Based Explainable Deep Learning Approach to Spatially Distributed Hydrologic Modeling of a Snow Dominated Mountainous Karst Watershed by Qianqiu Longyang, Seohye Choi, Hyrum Tennant, Devon Hill, Nathaniel Ashmead, Bethany T. Neilson, Dennis L. Newell, James P. McNamara, Tianfang Xu

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ConvNeXt embedded U-Net for semantic segmentation in urban scenes of multi-scale targets by Yanyan Wu, Qian Li

“…Therefore, we propose the multi-scale fusion deformation residual pyramid network model method in this paper. …”
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