Multi-Source Pansharpening of Island Sea Areas Based on Hybrid-Scale Regression Optimization by Dongyang Fu, Jin Ma, Bei Liu, Yan Zhu

“…Secondly, it introduces mutual information to quantify the spatial–spectral correlation among multi-source data to balance the fusion representation under mixed scales. …”
Get full text

Multi-Scale Plastic Lunch Box Surface Defect Detection Based on Dynamic Convolution by Jing Yang, Gang Zhang, Yunwang Ge, Jingzhuo Shi, Yiming Wang, Jiahao Li

“…This attention mechanism enables the network to capture complex features adaptively, and enhances the perception of feature channel information and spatial information at various scales. Firstly, this paper integrates the attention mechanism into Slim-neck, and enhances the model’s ability to perceive multi-scale feature information. …”
Get full text

EPIMR: Prediction of Enhancer-Promoter Interactions by Multi-Scale ResNet on Image Representation by Qiaozhen Meng, Yinuo Lyu, Xiaoqing Peng, Junhai Xu, Jijun Tang, Fei Guo

“…First, Hilbert Curve is utilized to represent sequences to images to preserve the position and spatial information. Second, a multi-scale residual neural network (ResNet) is used to learn the distinguishing features of different abstraction levels. …”
Get full text

Physical property-aware multi-UAV spatial coordination for energy-efficient mobile edge computing by Fengling Huang, Xuqi Su, Quanbao Wang, Fusen Guo

Get full text

Multi-scale Transformer-based classification of bathymetric LiDAR data in shallow water environments by L. Asgharian Pournodrati, M. M. Baba, J. Gangelhoff, U. Sörgel

“…Furthermore, to capture both fine-grained and large-scale spatial patterns in bathymetric data, we design transformer heads grouped by scale. …”
Get full text

Spatial and Temporal Distribution Characteristics of Stone Age to Warring States Period Sites in Sichuan Province by Runxuan Qian, Di Hu, Jun Chang, Xuejiao Ma, Duo Bian

“…However, existing research lacks a comprehensive compilation of archaeological sites across the entirety of Sichuan Province, and analyses of spatial and temporal distribution characteristics and their influencing factors often lack multi-scale and multi-dimensional perspectives. …”
Get full text

The Spatial Relationship Characteristics and Differentiation Causes Between Traditional Villages and Intangible Cultural Heritage in China by Xinyan Qian, Yi Yu, Runjiao Liu

Get full text

Spatial and Temporal Variation Characteristics of Air Pollutants in Coastal Areas of China: From Satellite Perspective by Xinrong Yan, Juanle Wang, Fang Wu, Jing Bai, Xun Zhang, Guiping Li, Haibo Fei

Get full text

Construction of Ecological Security Pattern of Urban Agglomeration Based on Multi-Scale Ecological Corridor Networks by Qianli Ouyang, Bohong Zheng, Xi Luo, Shengyan Wu

“…Next, spatial principal component analysis was employed to analyze resistance factors across different spatial scales, enabling the construction of a multi-scale landscape resistance surface. …”
Get full text

Application of Multi-Scale Geological Modeling Technology in Sweet Spot Prediction of Shale Oil Reservoirs by HU Laidong, HUO Hanyong, GUAN Qianqian, TANG Caixia, TAO Ji, ZHANG Yuxuan

“…Considering fracture impacts on modeling, multi-scale observations (micron/millimeter/meter-scale) are employed to identify fractures, clarify their characteristics and development patterns. …”
Get full text

Multi-Scale Feature Mixed Attention Network for Cloud and Snow Segmentation in Remote Sensing Images by Liling Zhao, Junyu Chen, Zichen Liao, Feng Shi

“…The framework integrates three key components: (1) a Multi-scale Pooling Feature Perception Module to capture multi-level structural features, (2) a Bilateral Feature Mixed Attention Module that enhances boundary detection through spatial-channel attention, and (3) a Multi-scale Feature Convolution Fusion Module to reduce edge blurring. …”
Get full text

The spatial differentiation of alpine wetlands on the eastern Tibetan Plateau using multi-source remote sensing images by Jifu Zhang, Haijun Wang, Haijun Wang, Haijun Wang, Xiangdong Kong, Onanong Phewnil

“…At a resolution of 10 m (Scale = 26), marsh wetland structures and spatial distribution characteristics were accurately identified, with a total wetland resource area of 17,454.56 km2. (2) Wetland distribution is driven by multiple factors, including climate (temperature, precipitation), topography (elevation, slope), and human activities (road density, settlement distribution). …”
Get full text

AMST2: aggregated multi-level spatial and temporal context-based transformer for robust aerial tracking by Hasil Park, Injae Lee, Dasol Jeong, Joonki Paik

“…Abstract Recently, many existing visual trackers have made significant progress by incorporating either spatial information from multi-level convolution layers or temporal information for tracking. …”
Get full text

Geomorphological and Geological Characteristics Slope Unit: Advancing Township-Scale Landslide Susceptibility Assessment Strategies by Gang Chen, Taorui Zeng, Dongsheng Liu, Hao Chen, Linfeng Wang, Liping Wang, Kaiqiang Zhang, Thomas Glade

“…Consequently, this approach does not fully satisfy the requirements for detailed landslide susceptibility assessments at the township scale. To address this limitation, we propose a new landslide susceptibility evaluation model based on geomorphological and geological characteristics. …”
Get full text

A study on influencing factors of port cargo throughput based on multi-scale geographically weighted regression by Ruitong Guo, Guangnian Xiao, Chunqin Zhang, Qingjun Li

“…Based on data collected from 43 ports across China, the research reveals the magnitude and spatial distribution characteristics of these variables’ impacts on port cargo throughput. …”
Get full text

Geographical feature and method factors significantly influence the reliability of ecological source information transmission at multi-scale by Kai Li, Wei Wu, Shiqi Tian, Linjuan Li, Zhe Li, Yue Cao

“…Ecological networks play a crucial role in balancing conservation and development, with notable dependencies on spatial scale, particularly within specific scale ranges. …”
Get full text

MSS-YOLO: Multi-Scale Edge-Enhanced Lightweight Network for Personnel Detection and Location in Coal Mines by Wenjuan Yang, Yanqun Wang, Xuhui Zhang, Le Zhu, Tenghui Wang, Yunkai Chi, Jie Jiang

“…Future work will focus on multi-sensor fusion and adaptive distance scaling to enhance practical deployment.…”
Get full text

AMSformer: A Transformer for Grain Storage Temperature Prediction Using Adaptive Multi-Scale Feature Fusion by Qinghui Zhang, Weixiang Zhang, Quanzhen Huang, Chenxia Wan, Zhihui Li

“…To tackle this issue, this paper introduces an adaptive multi-scale feature fusion transformer model (AMSformer). …”
Get full text

MCRS-YOLO: Multi-Aggregation Cross-Scale Feature Fusion Object Detector for Remote Sensing Images by Lu Liu, Jun Li

“…Secondly, we construct a Multi-scale Feature Refinement and Fusion Pyramid Network (MFRFPN) to effectively integrate spatially multi-scale features, thereby augmenting the semantic information of feature maps. …”
Get full text

Research on the Method of Automatic Generation and Multi-Objective Optimization of Block Spatial Form Based on Thermal Comfort Demand by Zhenhua Xu, Hao Wu, Cong Han, Jiaying Chang

“…This study focuses on Beijing, a representative city in the temperate monsoon climate zone, and explores block-scale spatial optimization using computational typology. …”
Get full text