{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,12]],"date-time":"2026-06-12T00:01:54Z","timestamp":1781222514276,"version":"3.54.1"},"publisher-location":"Singapore","reference-count":32,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819698653","type":"print"},{"value":"9789819698660","type":"electronic"}],"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\/978-981-96-9866-0_39","type":"book-chapter","created":{"date-parts":[[2025,7,23]],"date-time":"2025-07-23T09:24:47Z","timestamp":1753262687000},"page":"454-465","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Oracle Bone Inscriptions Recognition Based on Spatial Transformer Network and Few-Shot Learning"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5996-2728","authenticated-orcid":false,"given":"Xingquan","family":"Cai","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-2842-7684","authenticated-orcid":false,"given":"Chenyu","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-8393-1857","authenticated-orcid":false,"given":"Luyao","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-9807-3046","authenticated-orcid":false,"given":"Lixin","family":"Ding","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5498-8251","authenticated-orcid":false,"given":"Haiyan","family":"Sun","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2025,7,24]]},"reference":[{"key":"39_CR1","first-page":"111","volume":"23","author":"YL Liu","year":"2024","unstructured":"Liu, Y.L.: The significance of Western Zhou oracle bones for the study of Western Zhou history. Identific. Apprec. Cult. Relics 23, 111\u2013114 (2024)","journal-title":"Identific. Apprec. Cult. Relics"},{"key":"39_CR2","first-page":"132","volume":"6","author":"TS Huang","year":"2023","unstructured":"Huang, T.S.: Prospects for future research on oracle bone documentation. Documentation 6, 132\u2013140 (2023)","journal-title":"Documentation"},{"issue":"3","key":"39_CR3","first-page":"70","volume":"45","author":"SY Zhu","year":"2024","unstructured":"Zhu, S.Y., Gao, F.: Synthesis of the study of medical disease data seen in oracle bones. Med. Philos. 45(3), 70\u201373 (2024)","journal-title":"Med. Philos."},{"key":"39_CR4","first-page":"142","volume":"1","author":"XY Ma","year":"2024","unstructured":"Ma, X.Y.: A new exploration of the storage method of Yin and Shang oracle bones. Arch. Sci. Study 1, 142\u2013148 (2024)","journal-title":"Arch. Sci. Study"},{"issue":"1","key":"39_CR5","first-page":"119","volume":"49","author":"XS Li","year":"2022","unstructured":"Li, X.S., Zhang, Y.F.: Study on the Yin rituals seen in the oracle bone inscriptions of Zhongcunnan village in Yinxu. J. Henan Normal Univ. (Philos. Soc. Sci. Edn.) 49(1), 119\u2013128 (2022)","journal-title":"J. Henan Normal Univ. (Philos. Soc. Sci. Edn.)"},{"key":"39_CR6","first-page":"1","volume":"1","author":"TZ Chen","year":"2023","unstructured":"Chen, T.Z., Liu, Z.J.: Oracle recognition based on feature point matching. Study Chin. Charact. 1, 1\u201313 (2023)","journal-title":"Study Chin. Charact."},{"issue":"Suppl. 2","key":"39_CR7","first-page":"92","volume":"25","author":"X Lv","year":"2010","unstructured":"Lv, X., Li, M., Cai, K., et al.: An oracle classification method based on graphical recognition. J. Beijing Inform. Sci. Technol. Univ. (Sci. Technol. Edn.) 25(Suppl. 2), 92\u201396 (2010)","journal-title":"J. Beijing Inform. Sci. Technol. Univ. (Sci. Technol. Edn.)"},{"issue":"10","key":"39_CR8","first-page":"2001","volume":"44","author":"S-T Gu","year":"2016","unstructured":"Gu, S.-T.: An oracle bone character recognition method based on topological alignment. Comput. Dig. Eng. 44(10), 2001\u20132006 (2016)","journal-title":"Comput. Dig. Eng."},{"issue":"7","key":"39_CR9","doi-asserted-by":"publisher","first-page":"1235","DOI":"10.1162\/neco_a_01199","volume":"31","author":"Y Yu","year":"2019","unstructured":"Yu, Y., Si, X., Hu, C., et al.: A review of recurrent neural networks: LSTM cells and network architectures. Neural Comput. 31(7), 1235\u20131270 (2019)","journal-title":"Neural Comput."},{"issue":"4","key":"39_CR10","doi-asserted-by":"publisher","first-page":"594","DOI":"10.1109\/TPAMI.2006.79","volume":"28","author":"L Fei-Fei","year":"2006","unstructured":"Fei-Fei, L., Fergus, R., Perona, P.: One-shot learning of object categories. IEEE Trans. Pattern Anal. Mach. Intell. 28(4), 594\u2013611 (2006)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"39_CR11","doi-asserted-by":"crossref","unstructured":"Han, W., Ren, X., Lin, H., et al.: Self-supervised learning of Orc-Bert augmentator for recognizing few-shot oracle characters. In: Asian Conference on Computer Vision (2020)","DOI":"10.1007\/978-3-030-69544-6_39"},{"key":"39_CR12","doi-asserted-by":"crossref","unstructured":"Zhao, X., Liu, S., Wang, Y., et al.: FFD Augmentor: towards few-shot oracle character recognition from scratch. In: Asian Conference on Computer Vision, pp. 1622\u20131639 (2022)","DOI":"10.1007\/978-3-031-26348-4_3"},{"key":"39_CR13","doi-asserted-by":"publisher","first-page":"152258","DOI":"10.1109\/ACCESS.2020.3017533","volume":"8","author":"J Gao","year":"2020","unstructured":"Gao, J., Liang, X.: Distinguishing oracle variants based on the isomorphism and symmetry invariances of oracle-bone inscriptions. IEEE Access 8, 152258\u2013152275 (2020)","journal-title":"IEEE Access"},{"issue":"4","key":"39_CR14","first-page":"791","volume":"47","author":"Y Zhang","year":"2021","unstructured":"Zhang, Y., Zhang, H., Liu, Y., et al.: Recognition of oracle bone characters based on cross-modal deep metric learning. Acta Automatica Sinica 47(4), 791\u2013800 (2021)","journal-title":"Acta Automatica Sinica"},{"issue":"8","key":"39_CR15","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0272974","volume":"17","author":"M Wang","year":"2022","unstructured":"Wang, M., Cai, Y., Gao, L., et al.: Study on the evolution of Chinese characters based on few-shot learning: From oracle bone inscriptions to regular script. PLoS ONE 17(8), e0272974 (2022)","journal-title":"PLoS ONE"},{"key":"39_CR16","unstructured":"Jiang, H., Pan, Y., Chen, J., et al.: OracleSage: Towards unified visual-linguistic understanding of oracle bone scripts through cross-modal knowledge fusion. arXiv preprint arXiv:2411.17837 (2024)"},{"key":"39_CR17","doi-asserted-by":"publisher","unstructured":"Ding, J., Wang, J., Aysa, A., et al.: Oracle bone inscriptions image retrieval based on metric learning. In: Barney Smith, E.H., Liwicki, M., Peng, L. (eds.) Document Analysis and Recognition - ICDAR 2024. ICDAR 2024. LNCS, vol. 14806. Springer, Cham (2024). https:\/\/doi.org\/10.1007\/978-3-031-70543-4_10","DOI":"10.1007\/978-3-031-70543-4_10"},{"key":"39_CR18","doi-asserted-by":"publisher","first-page":"3137","DOI":"10.1109\/TIP.2022.3165989","volume":"31","author":"M Wang","year":"2022","unstructured":"Wang, M., Deng, W., Liu, C.L.: Unsupervised structure-texture separation network for oracle character recognition. IEEE Trans. Image Process. 31, 3137\u20133150 (2022)","journal-title":"IEEE Trans. Image Process."},{"key":"39_CR19","doi-asserted-by":"crossref","unstructured":"Huang, H., Yang, D., Dai, G., et al.: Agtgan: unpaired image translation for photographic ancient character generation. In: Proceedings of the 30th ACM International Conference on Multimedia, pp. 5456\u20135467 (2022)","DOI":"10.1145\/3503161.3548338"},{"key":"39_CR20","doi-asserted-by":"crossref","unstructured":"Meng, L.: Recognition of oracle bone inscriptions by extracting line features on image processing. In: ICPRAM, pp. 606\u2013611 (2017)","DOI":"10.5220\/0006225706060611"},{"key":"39_CR21","doi-asserted-by":"crossref","unstructured":"Feng, G., Jing, X., Liu, Y.-G.: Recognition of fuzzy characters on oracle-bone inscriptions. In: 2015 IEEE International Conference on Computer and Information Technology; Ubiquitous Computing and Communications; Dependable, Autonomic and Secure Computing; Pervasive Intelligence and Computing, pp. 698\u2013702. IEEE (2015)","DOI":"10.1109\/CIT\/IUCC\/DASC\/PICOM.2015.101"},{"issue":"4","key":"39_CR22","doi-asserted-by":"publisher","first-page":"743","DOI":"10.3390\/sym14040743","volume":"14","author":"F Gao","year":"2022","unstructured":"Gao, F., Zhang, J., Liu, Y., et al.: Image translation for oracle bone character interpretation. Symmetry 14(4), 743 (2022)","journal-title":"Symmetry"},{"key":"39_CR23","unstructured":"Vinyals, O., et al.: Matching networks for one-shot learning. In: Advances in Neural Information Processing Systems, vol. 29 (2016)"},{"key":"39_CR24","unstructured":"Bertinetto, L., Henriques, J.F., Torr, P.H.S., et al.: Meta-learning with differentiable closed-form solvers. arXiv preprint arXiv:1805.08136 (2018)"},{"key":"39_CR25","unstructured":"Shalam, D., Korman, S.: The balanced-pairwise-affinities feature transform. arXiv preprint arXiv:2407.01467 (2024)"},{"issue":"7","key":"39_CR26","doi-asserted-by":"publisher","first-page":"179","DOI":"10.3390\/jimaging8070179","volume":"8","author":"Y Bendou","year":"2022","unstructured":"Bendou, Y., Hu, Y., Lafargue, R., et al.: Easy\u2014ensemble augmented-shot-y-shaped learning: state-of-the-art few-shot classification with simple components. J. Imag. 8(7), 179 (2022)","journal-title":"J. Imag."},{"key":"39_CR27","unstructured":"Zhang, H., Cao, Z., Yan, Z., et al.: Sill-net: feature augmentation with separated illumination representation. arXiv preprint arXiv:2102.03539 (2021)"},{"key":"39_CR28","doi-asserted-by":"crossref","unstructured":"Hiller, M., Ma, R., Harandi, M., et al.: Rethinking generalization in few-shot classification. In: Advances in Neural Information Processing Systems, vol. 35, pp. 3582\u20133595 (2022)","DOI":"10.52202\/068431-0259"},{"key":"39_CR29","unstructured":"Lee, D.H., Chung, S.Y.: Unsupervised embedding adaptation via early-stage feature reconstruction for few-shot classification. In: International Conference on Machine Learning. PMLR, pp. 6098\u20136108 (2021)"},{"key":"39_CR30","unstructured":"Rong, Y., Lu, X., Sun, Z., et al.: ESPT: a self-supervised episodic spatial pretext task for improving few-shot learning. In: Proceedings (incomplete entry, please confirm full citation)"},{"key":"39_CR31","doi-asserted-by":"crossref","unstructured":"Askari, F., Fateh, A., Mohammadi, M.R.: Enhancing few-shot image classification through learnable multi-scale embedding and attention mechanisms. arXiv preprint arXiv:2409.07989 (2024)","DOI":"10.1016\/j.neunet.2025.107339"},{"issue":"5","key":"39_CR32","doi-asserted-by":"publisher","first-page":"147","DOI":"10.3390\/a15050147","volume":"15","author":"Y Hu","year":"2022","unstructured":"Hu, Y., Pateux, S., Gripon, V.: Squeezing backbone feature distributions to the max for efficient few-shot learning. Algorithms 15(5), 147 (2022)","journal-title":"Algorithms"}],"container-title":["Lecture Notes in Computer Science","Advanced Intelligent Computing Technology and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-96-9866-0_39","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,11]],"date-time":"2026-06-11T23:01:49Z","timestamp":1781218909000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-96-9866-0_39"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9789819698653","9789819698660"],"references-count":32,"URL":"https:\/\/doi.org\/10.1007\/978-981-96-9866-0_39","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"24 July 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICIC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Intelligent Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Ningbo","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 July 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"29 July 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"21","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icic2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.ic-icc.cn\/icg\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}