{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,22]],"date-time":"2025-10-22T23:38:44Z","timestamp":1761176324465,"version":"build-2065373602"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643686318","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,10,21]],"date-time":"2025-10-21T00:00:00Z","timestamp":1761004800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,10,21]]},"abstract":"<jats:p>Interactive segmentation has become critical for efficiently delineating dune boundaries from remote sensing landform images, enabling geographers to iteratively refine model predictions through minimal user guidance. However, geographers report two major challenges when working with existing tools: (1) handling segmentation around ambiguous dune boundaries forces geographers into dense, repetitive clicking, making the interaction tedious and reducing annotation efficiency; (2) conventional desktop-based annotation platforms mainly support sequential, isolated interactions, hindering the smooth, co-located collaboration necessary for dealing with difficult cases. We thus propose FenGePad, a tangible collaborative interactive segmentation framework. It supports flexible prompt types\u2013clicks, polylines, and scribbles\u2013designed to accommodate geographers\u2019 diverse annotation preferences and improve annotation efficiency. To enhance model robustness and generalization, we introduce prompt generation strategies that simulate realistic annotation behaviors of geographers during training. Finally, we instantiate a tablet-based application supporting FenGePad\u2019s tangible annotation and collaboration. Comprehensive experiments demonstrate that FenGePad achieves competitive segmentation performance while effectively improving annotation quality and collaborative efficiency. Our results demonstrate the promise of tangible interactive frameworks for applying deep learning in geographic research.<\/jats:p>","DOI":"10.3233\/faia251486","type":"book-chapter","created":{"date-parts":[[2025,10,22]],"date-time":"2025-10-22T10:04:09Z","timestamp":1761127449000},"source":"Crossref","is-referenced-by-count":0,"title":["FenGePad\u2013A Tangible Multi-Prompt Interactive Framework for Deep Dune Segmentation"],"prefix":"10.3233","author":[{"given":"Zheng","family":"Jiang","sequence":"first","affiliation":[{"name":"Beijing University of Posts and Telecommunications, China"}]},{"given":"Haonan","family":"Kang","sequence":"additional","affiliation":[{"name":"Beijing University of Posts and Telecommunications, China"}]},{"given":"Zifeng","family":"Wu","sequence":"additional","affiliation":[{"name":"School of Natural Resources, Faculty of Geographical Science, Beijing Normal University, China"}]},{"given":"Wei","family":"Wang","sequence":"additional","affiliation":[{"name":"Beijing University of Posts and Telecommunications, China"}]},{"given":"Gaowei","family":"Zhang","sequence":"additional","affiliation":[{"name":"Beijing University of Posts and Telecommunications, China"}]},{"given":"Eerdun","family":"Hasi","sequence":"additional","affiliation":[{"name":"School of Natural Resources, Faculty of Geographical Science, Beijing Normal University, China"}]},{"given":"Xiaohan","family":"Sun","sequence":"additional","affiliation":[{"name":"Shandong Experimental High School, China"}]},{"given":"Yi","family":"Wang","sequence":"additional","affiliation":[{"name":"Beijing University of Posts and Telecommunications, China"}]}],"member":"7437","container-title":["Frontiers in Artificial Intelligence and Applications","ECAI 2025"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/FAIA251486","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,22]],"date-time":"2025-10-22T10:04:09Z","timestamp":1761127449000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/FAIA251486"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,21]]},"ISBN":["9781643686318"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/faia251486","relation":{},"ISSN":["0922-6389","1879-8314"],"issn-type":[{"value":"0922-6389","type":"print"},{"value":"1879-8314","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,10,21]]}}}