{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,13]],"date-time":"2026-02-13T22:00:06Z","timestamp":1771020006158,"version":"3.50.1"},"reference-count":15,"publisher":"Springer Science and Business Media LLC","issue":"8","license":[{"start":{"date-parts":[[2023,6,29]],"date-time":"2023-06-29T00:00:00Z","timestamp":1687996800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,6,29]],"date-time":"2023-06-29T00:00:00Z","timestamp":1687996800000},"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":["SIViP"],"published-print":{"date-parts":[[2023,11]]},"DOI":"10.1007\/s11760-023-02678-w","type":"journal-article","created":{"date-parts":[[2023,6,29]],"date-time":"2023-06-29T19:01:31Z","timestamp":1688065291000},"page":"4447-4454","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Texture direction recognition of wooden beams and columns based on improved meta-learning"],"prefix":"10.1007","volume":"17","author":[{"given":"Dongjie","family":"Li","sequence":"first","affiliation":[]},{"given":"Xu","family":"Li","sequence":"additional","affiliation":[]},{"given":"Baogang","family":"Wang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2023,6,29]]},"reference":[{"key":"2678_CR1","doi-asserted-by":"publisher","unstructured":"Coelho, J.C.F., Vidaurre, G.B., da Silva, J.G.M., de Almeida, M.N.F., Oliveira, R.F., Segundinho, P.G.D.A., Alves, R.C., Hein, P.R.G.: Wood grain angles variations in Eucalyptus and their relationships to physical-mechanical properties. Holzforschung 74(12), 1089\u20131097. https:\/\/doi.org\/10.1515\/hf-2019-0131. Accessed 17 Apr 2023","DOI":"10.1515\/hf-2019-0131"},{"key":"2678_CR2","doi-asserted-by":"publisher","unstructured":"Bossu, J., Lehnebach, R., Corn, S., Regazzi, A., Beauch\u00eane, J., Clair, B.: Interlocked grain and density patterns in Bagassa guianensis: changes with ontogeny and mechanical consequences for trees. Trees 32(6), 1643\u20131655. https:\/\/doi.org\/10.1007\/s00468-018-1740-x. Accessed 17 Apr 2023","DOI":"10.1007\/s00468-018-1740-x"},{"key":"2678_CR3","doi-asserted-by":"publisher","unstructured":"Simonaho, S.-P., Palviainen, J., Tolonen, Y., Silvennoinen, R.: Determination of wood grain direction from laser light scattering pattern. Opt. Lasers Eng. 41(1), 95\u2013103. https:\/\/doi.org\/10.1016\/S0143-8166(02)00144-6. Accessed 17 Apr 2023","DOI":"10.1016\/S0143-8166(02)00144-6"},{"key":"2678_CR4","doi-asserted-by":"publisher","unstructured":"Daval, V., Pot, G., Belkacemi, M., Meriaudeau, F., Collet, R.: Automatic measurement of wood fiber orientation and knot detection using an optical system based on heating conduction. Opt. Express 23(26), 33529. https:\/\/doi.org\/10.1364\/OE.23.033529. Accessed 17 Apr 2023","DOI":"10.1364\/OE.23.033529"},{"key":"2678_CR5","doi-asserted-by":"publisher","unstructured":"Zhou, J., Shen, J.: Improved phase demodulation for grain orientation measurement 45(1), 160\u2013169. https:\/\/doi.org\/10.1016\/j.optlaseng.2006.05.004. Accessed 17 Apr 2023","DOI":"10.1016\/j.optlaseng.2006.05.004"},{"key":"2678_CR6","unstructured":"Vinyals, O., Blundell, C., Lillicrap, T.: Matching networks for one shot learning"},{"key":"2678_CR7","unstructured":"Santoro, A., Bartunov, S., Botvinick, M., Wierstra, D., Lillicrap, T.: Meta-learning with memory-augmented neural networks"},{"key":"2678_CR8","unstructured":"Finn, C., Abbeel, P., Levine, S.: Model-agnostic meta-learning for fast adaptation of deep networks"},{"key":"2678_CR9","unstructured":"Nichol, A., Achiam, J., Schulman, J.: On first-order meta-learning algorithms"},{"key":"2678_CR10","unstructured":"Yang, S., Liu, L., Xu, M.: Free lunch for few-shot learning: distribution calibration"},{"key":"2678_CR11","unstructured":"Chen, W.-Y., Wang, Y.-C.F., Liu, Y.-C., Kira, Z., Huang, J.-B.: A closer look at few-shot classification"},{"key":"2678_CR12","doi-asserted-by":"publisher","unstructured":"Chen, Z., Ge, J., Zhan, H., Huang, S., Wang, D.: Pareto self-supervised training for few-shot learning. In: 2021 IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp. 13658\u201313667. IEEE. https:\/\/doi.org\/10.1109\/CVPR46437.2021.01345. https:\/\/ieeexplore.ieee.org\/document\/9577454\/ Accessed 17 Apr 2023","DOI":"10.1109\/CVPR46437.2021.01345"},{"key":"2678_CR13","unstructured":"Raghu, A., Raghu, M., Bengio, S., Vinyals, O.: Rapid learning or feature reuse? Towards understanding the effectiveness of MAML"},{"key":"2678_CR14","unstructured":"Kodytek, P., Bodzas, A., Bilik, P.: Supporting data for deep learning and machine vision based approaches for automated wood defect detection and quality control. Zenodo, Dataset (2021)"},{"key":"2678_CR15","doi-asserted-by":"crossref","unstructured":"Chen, Y., Liu, Z., Xu, H., Darrell, T., Wang, X.: Meta-baseline: Exploring simple meta-learning for few-shot learning. In: Proceedings of the IEEE\/CVF International Conference on Computer Vision, pp. 9062\u20139071 (2021)","DOI":"10.1109\/ICCV48922.2021.00893"}],"container-title":["Signal, Image and Video Processing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11760-023-02678-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11760-023-02678-w\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11760-023-02678-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,9,12]],"date-time":"2023-09-12T18:14:08Z","timestamp":1694542448000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11760-023-02678-w"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,6,29]]},"references-count":15,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2023,11]]}},"alternative-id":["2678"],"URL":"https:\/\/doi.org\/10.1007\/s11760-023-02678-w","relation":{},"ISSN":["1863-1703","1863-1711"],"issn-type":[{"value":"1863-1703","type":"print"},{"value":"1863-1711","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,6,29]]},"assertion":[{"value":"4 May 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"1 June 2023","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"16 June 2023","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"29 June 2023","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 have no relevant financial or non-financial interests to disclose.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}},{"value":"Not applicable.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical approval"}},{"value":"Not applicable.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent to participate"}},{"value":"Not applicable.","order":5,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent to publish"}}]}}