{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/there-is-no-data-like-more-data-current","title":"There is no data like more data -- current status of machine learning datasets in remote sensing","arxiv_id":"2105.11726","date":"2021-05-25","proceeding":null,"authors":["Michael Schmitt","Seyed Ali Ahmadi","Ronny Hänsch"],"abstract":"Annotated datasets have become one of the most crucial preconditions for the development and evaluation of machine learning-based methods designed for the automated interpretation of remote sensing data. In this paper, we review the historic development of such datasets, discuss their features based on a few selected examples, and address open issues for future developments.","url_abs":"https://arxiv.org/abs/2105.11726v2","url_pdf":"https://arxiv.org/pdf/2105.11726v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"there-is-no-data-like-more-data-current","repo_url":"https://github.com/Seyed-Ali-Ahmadi/Awesome_Benchmark_Satellite_Datasets","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"there-is-no-data-like-more-data-current","repo_url":"https://github.com/Seyed-Ali-Ahmadi/Awesome_Satellite_Benchmark_Datasets","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null}],"tasks":[{"task_slug":"machine-learning","task_name":"BIG-bench Machine Learning"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}