{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T11:07:48Z","timestamp":1775128068224,"version":"3.50.1"},"reference-count":26,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T00:00:00Z","timestamp":1773273600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"},{"start":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T00:00:00Z","timestamp":1775088000000},"content-version":"vor","delay-in-days":21,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int J Comput Intell Syst"],"DOI":"10.1007\/s44196-026-01264-5","type":"journal-article","created":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T16:16:07Z","timestamp":1773332167000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Application of AI-based Visualization Design for Flora and Fauna: A Case Study of the Giant Panda National Park"],"prefix":"10.1007","volume":"19","author":[{"given":"Ting","family":"Li","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jin","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2026,3,12]]},"reference":[{"key":"1264_CR1","doi-asserted-by":"crossref","unstructured":"Hou, Y., Yang, M., Cui, H., Wang, L., Xu, J., Zeng, W.: C2Ideas: Supporting creative interior color design ideation with large language model. arXiv preprint arXiv:2401.12586 (2024)","DOI":"10.1145\/3613904.3642224"},{"key":"1264_CR2","doi-asserted-by":"crossref","unstructured":"Xiao, S., Wang, L., Ma, X., Zeng, W.: TypeDance: Creating semantic typographic logos from image through personalized generation. arXiv preprint arXiv:2401.11094 (2024)","DOI":"10.1145\/3613904.3642185"},{"key":"1264_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.jvcir.2018.03.017","volume":"54","author":"D Zhu","year":"2018","unstructured":"Zhu, D., Luo, Y., Dai, L.: Salient object detection via a local and global method based on deep residual network. J. Visual Communication Image Representation. 54, 1\u20139 (2018)","journal-title":"J. Visual Communication Image Representation"},{"issue":"4","key":"1264_CR4","doi-asserted-by":"publisher","first-page":"681","DOI":"10.1007\/s11023-020-09548-1","volume":"30","author":"L Floridi","year":"2020","unstructured":"Floridi, L., Chiriatti, M.: GPT-3: Its nature, scope, limits, and consequences. Mind. Mach. 30(4), 681\u2013694 (2020)","journal-title":"Mind. Mach."},{"key":"1264_CR5","doi-asserted-by":"publisher","first-page":"e12458","DOI":"10.1111\/conl.12458","volume":"11","author":"O Berger-Tal","year":"2018","unstructured":"Berger-Tal, O., Lahoz-Monfort, J.J.: Conservation technology: the next generation. Conserv. Lett. 11, e12458 (2018)","journal-title":"Conserv. Lett."},{"key":"1264_CR6","doi-asserted-by":"publisher","first-page":"792","DOI":"10.1038\/s41467-022-27980-y","volume":"13","author":"D Tuia","year":"2022","unstructured":"Tuia, D., et al.: Perspectives in machine learning for wildlife conservation. Nat. Commun. 13, 792 (2022)","journal-title":"Nat. Commun."},{"key":"1264_CR7","doi-asserted-by":"publisher","first-page":"359","DOI":"10.1007\/s42977-023-00200-4","volume":"74","author":"Z Barta","year":"2023","unstructured":"Barta, Z.: Deep learning in terrestrial conservation biology. Biol. Futura. 74, 359\u2013367 (2023)","journal-title":"Biol. Futura"},{"key":"1264_CR8","doi-asserted-by":"publisher","first-page":"e13152","DOI":"10.7717\/peerj.13152","volume":"10","author":"D Stowell","year":"2022","unstructured":"Stowell, D.: Computational bioacoustics with deep learning: a review and roadmap. PeerJ. 10, e13152 (2022)","journal-title":"PeerJ"},{"key":"1264_CR9","doi-asserted-by":"publisher","first-page":"533","DOI":"10.1111\/1365-2656.12780","volume":"87","author":"BG Weinstein","year":"2018","unstructured":"Weinstein, B.G.: A computer vision for animal ecology. J. Anim. Ecol. 87, 533\u2013545 (2018)","journal-title":"J. Anim. Ecol."},{"key":"1264_CR10","doi-asserted-by":"publisher","first-page":"166","DOI":"10.1038\/s44358-025-00022-3","volume":"1","author":"LJ Pollock","year":"2025","unstructured":"Pollock, L.J., Kitzes, J., Beery, S., et al.: Harnessing artificial intelligence to fill global shortfalls in biodiversity knowledge. Nat. Rev. Biodivers. 1, 166\u2013182 (2025)","journal-title":"Nat. Rev. Biodivers."},{"key":"1264_CR11","doi-asserted-by":"publisher","unstructured":"Jing Zhang: AI-based data intelligence system for sustainable ecological governance and smart environmental management. Microchemical J. 219,115850 (2025). https:\/\/doi.org\/10.1016\/j.microc.2025.115850","DOI":"10.1016\/j.microc.2025.115850"},{"key":"1264_CR12","doi-asserted-by":"publisher","unstructured":"Zhu, S., Sun, G., Jiang, Q., Zha, M., Liang, R.: A survey on automatic infographics and visualization recommendations. Visual Informatics. 4(3), 24\u201340 (2020). https:\/\/doi.org\/10.1016\/j.visinf.2020.07.002","DOI":"10.1016\/j.visinf.2020.07.002"},{"key":"1264_CR13","doi-asserted-by":"publisher","unstructured":"Wu, A., Wang, Y., Shu, X., Moritz, D., Cui, W., Zhang, H., Zhang, D., Qu, H.: AI4VIS: Survey on artificial intelligence approaches for data visualization. IEEE Transactions on Visualization and Computer Graphics. 28(12), 5049\u20135070 (2021). https:\/\/doi.org\/10.1109\/TVCG.2021.3099002","DOI":"10.1109\/TVCG.2021.3099002"},{"key":"1264_CR14","doi-asserted-by":"publisher","DOI":"10.1360\/SSI-2021-0062","author":"JZ Xia","year":"2021","unstructured":"Xia, J.Z., Li, J., Chen, S.M., et al.: A survey on interdisciplinary research of visualization and artificial intelligence (in Chinese). Sci. Sin Inf. (2021). https:\/\/doi.org\/10.1360\/SSI-2021-0062","journal-title":"Sci. Sin Inf."},{"key":"1264_CR15","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1007\/s41095-020-0191-7","volume":"7","author":"J Yuan","year":"2021","unstructured":"Yuan, J., Chen, C., Yang, W., et al.: A survey of visual analytics techniques for machine learning. Comp. Visual Media. 7, 3\u201336 (2021)","journal-title":"Comp. Visual Media"},{"key":"1264_CR16","doi-asserted-by":"publisher","first-page":"299","DOI":"10.1109\/TVCG.2018.2865027","volume":"25","author":"BC Kwon","year":"2019","unstructured":"Kwon, B.C., Choi, M.J., Kim, J.T., et al.: RetainVis: visual analytics with interpretable and interactive recurrent neural networks on electronic medical records. IEEE Trans. Visual Comput. Graph. 25, 299\u2013309 (2019)","journal-title":"IEEE Trans. Visual Comput. Graph"},{"key":"1264_CR17","doi-asserted-by":"crossref","unstructured":"He, W., Lee, T.Y., van Baar, J., et al.: DynamicsExplorer: visual analytics for robot control tasks involving dynamics and LSTM-based control policies. In: Proceedings of the IEEE Pacific Visualization Symposium, pp. 36\u201345 (2020)","DOI":"10.1109\/PacificVis48177.2020.7127"},{"key":"1264_CR18","doi-asserted-by":"crossref","unstructured":"Ming, Y., Cao, S., Zhang, R., et al.: Understanding hidden memories of recurrent neural networks. In: Proceedings of the IEEE Conference on Visual Analytics Science and Technology, pp. 13\u201324 (2017)","DOI":"10.1109\/VAST.2017.8585721"},{"key":"1264_CR19","doi-asserted-by":"publisher","unstructured":"Deng, J., Xf, C.: Research on artifcial intelligence interaction in computer-aided arts and crafts. Mob lnf syst. 2021, 519257 (2021). https:\/\/doi.org\/10.1155\/2021\/5519257","DOI":"10.1155\/2021\/5519257"},{"issue":"6","key":"1264_CR20","doi-asserted-by":"publisher","first-page":"828","DOI":"10.3390\/math12060828","volume":"12","author":"VA Pamplona Salomon","year":"2024","unstructured":"Pamplona Salomon, V.A., Luiz, F., Autran, M.G.: Consistency improvement in the analytic hierarchy process. Mathematics. 12(6), 828 (2024). https:\/\/doi.org\/10.3390\/math12060828","journal-title":"Mathematics"},{"key":"1264_CR21","first-page":"45","volume":"03","author":"W Zheng","year":"2025","unstructured":"Zheng, W.: Advancing high-quality construction of national parks. Hongqi Wen Gao. 03, 45\u201348 (2025)","journal-title":"Hongqi Wen Gao"},{"key":"1264_CR22","first-page":"53","volume":"01","author":"Y Su","year":"2025","unstructured":"Su, Y.: Exploration of UI interface design assisted by AI drawing tools. Comput. Era. 01, 53\u201357 (2025)","journal-title":"Comput. Era"},{"issue":"12","key":"1264_CR23","first-page":"465","volume":"45","author":"J Yang","year":"2024","unstructured":"Yang, J., Chen, Y.: Innovative application of Taohuawu woodblock New Year prints based on AIGC in home design. Packaging Eng. 45(12), 465\u2013473 (2024)","journal-title":"Packaging Eng."},{"key":"1264_CR24","first-page":"52","volume":"2","author":"T Liu","year":"2025","unstructured":"Liu, T., Yan, J.: Unease in intelligent transformation: Formation mechanism and impact of AI anxiety among youth. China Youth Res. 2, 52\u201360 (2025)","journal-title":"China Youth Res."},{"issue":"11","key":"1264_CR25","doi-asserted-by":"publisher","first-page":"139","DOI":"10.1145\/3422622","volume":"63","author":"I Goodfellow","year":"2020","unstructured":"Goodfellow, I., Pouget-Abadie, J., Mirza, M., et al.: Generative Adversarial Networks[J]. Commun. ACM. 63(11), 139\u2013144 (2020)","journal-title":"Commun. ACM"},{"issue":"5","key":"1264_CR26","first-page":"1234","volume":"34","author":"Z Li","year":"2024","unstructured":"Li, Z., Zhang, L., Zhang, K., et al.: Improving Image-Text Matching with Bidirectional Consistency of Cross-Modal Alignment[J]. IEEE Trans. Circuits Syst. Video Technol. 34(5), 1234\u20131245 (2024)","journal-title":"IEEE Trans. Circuits Syst. Video Technol."}],"container-title":["International Journal of Computational Intelligence Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s44196-026-01264-5","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44196-026-01264-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44196-026-01264-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T10:27:12Z","timestamp":1775125632000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s44196-026-01264-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,3,12]]},"references-count":26,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2026,12]]}},"alternative-id":["1264"],"URL":"https:\/\/doi.org\/10.1007\/s44196-026-01264-5","relation":{},"ISSN":["1875-6883"],"issn-type":[{"value":"1875-6883","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,3,12]]},"assertion":[{"value":"27 November 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 February 2026","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 March 2026","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"12 March 2026","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing Interests"}},{"value":"Before the study began, all participants obtained informed consent to take part in this research. This study was approved by the Committee of the College of Art and Design, Beijing Forestry University, Beijing 100091, China.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics Approval"}},{"value":"In line with the ethical principles outlined in the Declaration of Helsinki, all participants provided informed consent prior to participating in the study. The anonymity and confidentiality of participants are guaranteed, and participation was entirely voluntary.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Informed Consent"}},{"value":"All authors have agreed to participate in the preparation and submission of this work.","order":5,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent to Participate"}},{"value":"All authors consent to the publication of the submitted manuscript.","order":6,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent to Publish"}}],"article-number":"155"}}