{"title":"Solution for crop classification in regions with limited labeled samples: deep learning and transfer learning","authors":"Hengbin Wang, Yu Yao, Zijing Ye, Wanqiu Chang, Junyi Liu, Yuanyuan Zhao, Shaoming Li, Zhe Liu, Xiaodong Zhang","doi":"10.1080/15481603.2024.2387393","DOIUrl":"https://doi.org/10.1080/15481603.2024.2387393","url":null,"abstract":"Reliable classification results are crucial for guiding agricultural production, forecasting crop yield, and ensuring food security. Generating reliable classification results is relatively simple ...","PeriodicalId":55091,"journal":{"name":"GIScience & Remote Sensing","volume":"72 1","pages":""},"PeriodicalIF":6.7,"publicationDate":"2024-08-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141915276","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Diego J. Maldonado-Guzmán, Francisco José Chamizo-Nieto, Sergio Reyes-Corredera
{"title":"Home sharing or crime sharing? Evidences of the relationship between Airbnb, crime and structural factors in Malaga, Spain","authors":"Diego J. Maldonado-Guzmán, Francisco José Chamizo-Nieto, Sergio Reyes-Corredera","doi":"10.1080/15481603.2024.2384330","DOIUrl":"https://doi.org/10.1080/15481603.2024.2384330","url":null,"abstract":"Negative externalities stemming from overtourism have been widely reported in the literature. However, a consequence less explored in scientific research is the increase in crime rates derived from...","PeriodicalId":55091,"journal":{"name":"GIScience & Remote Sensing","volume":"19 1","pages":""},"PeriodicalIF":6.7,"publicationDate":"2024-08-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141909303","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Machine learning-based retrieval of total column water vapor over land using GMI-sensed passive microwave measurements","authors":"Jiafei Xu, Zhizhao Liu","doi":"10.1080/15481603.2024.2385180","DOIUrl":"https://doi.org/10.1080/15481603.2024.2385180","url":null,"abstract":"The Global Precipitation Measurement (GPM) Microwave Imager (GMI) is a microwave (MW) radiometer that has near-global coverage and frequent revisit time. To date, operational total column water vap...","PeriodicalId":55091,"journal":{"name":"GIScience & Remote Sensing","volume":"76 1","pages":""},"PeriodicalIF":6.7,"publicationDate":"2024-08-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141900003","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Kaixuan Lu, Xiao Huang, Ruiheng Xia, Pan Zhang, Junping Shen
{"title":"Cross attention is all you need: relational remote sensing change detection with transformer","authors":"Kaixuan Lu, Xiao Huang, Ruiheng Xia, Pan Zhang, Junping Shen","doi":"10.1080/15481603.2024.2380126","DOIUrl":"https://doi.org/10.1080/15481603.2024.2380126","url":null,"abstract":"Deep-learning-based change detection methods have received wide attention, thanks to their strong capability in obtaining rich features from images. However, existing AI-based change detection (CD)...","PeriodicalId":55091,"journal":{"name":"GIScience & Remote Sensing","volume":"2009 1","pages":""},"PeriodicalIF":6.7,"publicationDate":"2024-07-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141934447","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
F. C. Martins, S. Godinho, N. Guiomar, D. Medinas, H. Rebelo, P. Segurado, J. T. Marques
{"title":"Vegetation canopy height shapes bats’ occupancy: a remote sensing approach","authors":"F. C. Martins, S. Godinho, N. Guiomar, D. Medinas, H. Rebelo, P. Segurado, J. T. Marques","doi":"10.1080/15481603.2024.2374150","DOIUrl":"https://doi.org/10.1080/15481603.2024.2374150","url":null,"abstract":"Anthropogenic activities have significantly altered land cover on a global scale. These changes often have a negative effect on biodiversity limiting the distribution of species. The extent of the ...","PeriodicalId":55091,"journal":{"name":"GIScience & Remote Sensing","volume":"81 1","pages":""},"PeriodicalIF":6.7,"publicationDate":"2024-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141732694","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Patric Brandt, Florian Beyer, Peter Borrmann, Markus Möller, Heike Gerighausen
{"title":"Ensemble learning-based crop yield estimation: a scalable approach for supporting agricultural statistics","authors":"Patric Brandt, Florian Beyer, Peter Borrmann, Markus Möller, Heike Gerighausen","doi":"10.1080/15481603.2024.2367808","DOIUrl":"https://doi.org/10.1080/15481603.2024.2367808","url":null,"abstract":"Detailed and accurate statistics on crop productivity are key to inform decision-making related to sustainable food production and supply ensuring global food security. However, annual and high-res...","PeriodicalId":55091,"journal":{"name":"GIScience & Remote Sensing","volume":"86 1","pages":""},"PeriodicalIF":6.7,"publicationDate":"2024-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141934442","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Trends, turning points, and driving forces of desertification in global arid land based on the segmental trend method and SHAP model","authors":"Xiaoyu Meng, Shengyu Li, Khaulenbek Akhmadi, Panxing He, Guanpeng Dong","doi":"10.1080/15481603.2024.2367806","DOIUrl":"https://doi.org/10.1080/15481603.2024.2367806","url":null,"abstract":"Desertification is a form of land degradation observed in arid, semiarid, and dry subhumid ecosystems. Assessing the global trends and drivers of desertification in arid land is crucial for develop...","PeriodicalId":55091,"journal":{"name":"GIScience & Remote Sensing","volume":"68 1","pages":""},"PeriodicalIF":6.7,"publicationDate":"2024-06-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141462534","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Soner Uereyen, Igor Klein, Christina Eisfelder, Claudia Kuenzer
{"title":"Multivariate analysis of land surface dynamics in Central Asia: patterns of trends and drivers under a changing climate","authors":"Soner Uereyen, Igor Klein, Christina Eisfelder, Claudia Kuenzer","doi":"10.1080/15481603.2024.2364461","DOIUrl":"https://doi.org/10.1080/15481603.2024.2364461","url":null,"abstract":"With temperatures in Central Asia (CA) increasing more than the global average, this region is one of the global hotspots affected by climate change. CA is mostly characterized by arid climate, whi...","PeriodicalId":55091,"journal":{"name":"GIScience & Remote Sensing","volume":"62 1","pages":""},"PeriodicalIF":6.7,"publicationDate":"2024-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141462546","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"NDVI estimation using Sentinel-1 data over wheat fields in a semiarid Mediterranean region","authors":"Emna Ayari, Zeineb Kassouk, Zohra Lili-Chabaane, Nadia Ouaadi, Nicolas Baghdadi, Mehrez Zribi","doi":"10.1080/15481603.2024.2357878","DOIUrl":"https://doi.org/10.1080/15481603.2024.2357878","url":null,"abstract":"Annual crop monitoring is a key parameter for managing agricultural strategies. Several studies have relied on remote sensing products such as the normalized difference vegetation index (NDVI) as a...","PeriodicalId":55091,"journal":{"name":"GIScience & Remote Sensing","volume":"7 1","pages":""},"PeriodicalIF":6.7,"publicationDate":"2024-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141509676","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Spatiotemporal dynamics of urban sprawl in China from 2000 to 2020","authors":"Yiming Hou, Qingxu Huang, Qiang Ren, Tianci Gu, Yihan Zhou, Pengxin Wu, Yuxiang Fan, Guoliang Zhu","doi":"10.1080/15481603.2024.2351262","DOIUrl":"https://doi.org/10.1080/15481603.2024.2351262","url":null,"abstract":"Accurately and timely quantifying the dynamics of urban sprawl is essential for improving land use efficiency and land use planning. However, existing research mainly focused on the sprawl of a sin...","PeriodicalId":55091,"journal":{"name":"GIScience & Remote Sensing","volume":"16 1","pages":""},"PeriodicalIF":6.7,"publicationDate":"2024-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140902940","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}