{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,4,9]],"date-time":"2025-04-09T06:16:04Z","timestamp":1744179364558,"version":"3.40.3"},"publisher-location":"Cham","reference-count":25,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031824746"},{"type":"electronic","value":"9783031824753"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025]]},"DOI":"10.1007\/978-3-031-82475-3_22","type":"book-chapter","created":{"date-parts":[[2025,3,3]],"date-time":"2025-03-03T14:33:43Z","timestamp":1741012423000},"page":"310-323","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Surveying Sidewalk Materials For and\u00a0By Individuals Who Are Blind or\u00a0Have Low Vision: Audio Data Collection and\u00a0Classification"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0009-0001-1684-6823","authenticated-orcid":false,"given":"Jiawei","family":"Liu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-4148-6656","authenticated-orcid":false,"given":"Wayne","family":"Lam","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6197-0874","authenticated-orcid":false,"given":"Hao","family":"Tang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9990-1137","authenticated-orcid":false,"given":"Zhigang","family":"Zhu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,3,4]]},"reference":[{"key":"22_CR1","unstructured":"World Health Organization: Global data on visual impairment. https:\/\/www.who.int\/blindness\/publications\/globaldata\/en. Accessed 30 Mar 2023"},{"key":"22_CR2","unstructured":"Donaldson, N.: Visually impaired individuals\u2019 perspectives on obtaining and maintaining employment. Ph.D. thesis, Walden University (2017)"},{"issue":"4","key":"22_CR3","doi-asserted-by":"publisher","first-page":"161","DOI":"10.1177\/0145482X8307700405","volume":"77","author":"JF Herman","year":"1983","unstructured":"Herman, J.F., Chatman, S.P., Roth, S.F.: Cognitive mapping in blind people: acquisition of spatial relationships in a large-scale environment. J. Vis. Impairment Blindness 77(4), 161\u2013166 (1983)","journal-title":"J. Vis. Impairment Blindness"},{"key":"22_CR4","unstructured":"Blindsquare. http:\/\/www.blindsquare.com\/. Accessed 30 Mar 2023"},{"key":"22_CR5","unstructured":"Nearby. https:\/\/www.aph.org\/nearby-explorer\/. Accessed 30 Mar 2023"},{"key":"22_CR6","unstructured":"Seeing. http:\/\/www.senderogroup.com\/products\/seeingeyegps\/index.html. Accessed 30 Mar 2023"},{"key":"22_CR7","unstructured":"Ariadne GPS. https:\/\/www.ariadnegps.eu. Accessed 30 Mar 2023"},{"key":"22_CR8","unstructured":"Google Map. https:\/\/www.google.com\/maps. Accessed 30 Mar 2023"},{"key":"22_CR9","unstructured":"Transit street design guide. https:\/\/nacto.org\/publication\/transit-streetdesign-guide\/transit-lanes-transitways\/lane-elements\/pavement-materials. Accessed 30 Mar 2023"},{"key":"22_CR10","doi-asserted-by":"crossref","unstructured":"Hershey, S., et\u00a0al.: CNN architectures for large-scale audio classification. In: 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 131\u2013135. IEEE (2017)","DOI":"10.1109\/ICASSP.2017.7952132"},{"key":"22_CR11","doi-asserted-by":"crossref","unstructured":"Maccagno, A., Mastropietro, A., Mazziotta, U., Scarpiniti, M., Lee, Y.-C., Uncini, A.: A CNN approach for audio classification in construction sites. In: Progresses in Artificial Intelligence and Neural Systems, pp. 371\u2013381. Springer, Cham (2021)","DOI":"10.1007\/978-981-15-5093-5_33"},{"key":"22_CR12","unstructured":"Vaswani, A., et al.: Attention is all you need. In: Advances in Neural Information Processing Systems, vol. 30 (2017)"},{"key":"22_CR13","first-page":"154","volume":"10","author":"J Liu","year":"2022","unstructured":"Liu, J., Tang, H., Seiple, W., Zhu, Z.: Annotating storefront accessibility data using crowdsourcing. J. Technol. Pers. Disabilities 10, 154\u2013170 (2022)","journal-title":"J. Technol. Pers. Disabilities"},{"key":"22_CR14","unstructured":"Tr\u00e9meau, A., Xu, S., Muselet, D.: Deep learning for material recognition: most recent advances and open challenges. arXiv preprint arXiv:2012.07495 (2020)"},{"key":"22_CR15","first-page":"1","volume":"71","author":"Z Hu","year":"2022","unstructured":"Hu, Z., Chen, X., Yeung, H.W.F., Chung, Y.Y., Chen, Z.: Texture-enhanced light field super-resolution with spatio-angular decomposition kernels. IEEE Trans. Instrum. Meas. 71, 1\u201316 (2022)","journal-title":"IEEE Trans. Instrum. Meas."},{"issue":"12","key":"22_CR16","doi-asserted-by":"publisher","first-page":"2407","DOI":"10.1109\/TMM.2016.2598140","volume":"18","author":"H Zheng","year":"2016","unstructured":"Zheng, H., Fang, L., Ji, M., Strese, M., \u00d6zer, Y., Steinbach, E.: Deep learning for surface material classification using haptic and visual information. IEEE Trans. Multimed. 18(12), 2407\u20132416 (2016)","journal-title":"IEEE Trans. Multimed."},{"key":"22_CR17","unstructured":"Palanisamy, K., Singhania, D., Yao, A.: Rethinking CNN models for audio classification. arXiv preprint arXiv:2007.11154 (2020)"},{"key":"22_CR18","unstructured":"Federal Highway Administration U.S. Department of Transportation Accessible Sidewalks and Street Crossings. https:\/\/highways.dot.gov\/. Accessed 30 Mar 2023"},{"key":"22_CR19","unstructured":"Wolfe, P.J., Howarth, J.: Nonuniform sampling theory in audio signal processing. J. Audio Eng. Soc. (2004)"},{"key":"22_CR20","unstructured":"Anguita, D., Ghelardoni, L., Ghio, A., Oneto, L., Ridella, S.: The \u2018K\u2019 in K-fold cross validation. In: ESANN, pp. 441\u2013446 (2012)"},{"key":"22_CR21","doi-asserted-by":"publisher","first-page":"191","DOI":"10.1016\/j.neucom.2019.01.090","volume":"338","author":"S Liu","year":"2019","unstructured":"Liu, S., Tian, G., Xu, Y.: A novel scene classification model combining ResNet based transfer learning and data augmentation with a filter. Neurocomputing 338, 191\u2013206 (2019)","journal-title":"Neurocomputing"},{"key":"22_CR22","doi-asserted-by":"crossref","unstructured":"Du, H., He, Y., Jin, T.: Transfer learning for human activities classification using micro-Doppler spectrograms. In: 2018 IEEE International Conference on Computational Electromagnetics (ICCEM), pp. 1\u20133. IEEE (2018)","DOI":"10.1109\/COMPEM.2018.8496654"},{"key":"22_CR23","doi-asserted-by":"crossref","unstructured":"Liu, T., Yan, D.: Identification of fake stereo audio. arXiv preprint arXiv:2104.09832 (2021)","DOI":"10.3390\/info12070263"},{"key":"22_CR24","unstructured":"Label Studio: Open Source Data Labeling. https:\/\/labelstud.io\/. Accessed 30 Jan 2024"},{"key":"22_CR25","unstructured":"Pytorch Optimization Algorithms: Reduce Learning Rate on Plateau. https:\/\/pytorch.org\/docs\/stable\/index.html. Accessed 30 Jan 2024"}],"container-title":["Lecture Notes in Computer Science","Smart Multimedia"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-82475-3_22","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,3]],"date-time":"2025-03-03T14:33:53Z","timestamp":1741012433000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-82475-3_22"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9783031824746","9783031824753"],"references-count":25,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-82475-3_22","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"4 March 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICSM","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Smart Multimedia","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Los Angeles, CA","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"USA","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"28 March 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"30 March 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"4","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icsm2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/smartmultimedia.org\/website\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}