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This work proposes an attention-based sequence-to-sequence model for handwritten word recognition and explores transfer learning for data-efficient training of HTR systems.
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Rodríguez-Serrano, J.A., Perronnin, F., et al.: A model-based sequence similarity with application to handwritten word spotting. IEEE transactions on pattern analysis and machine intelligence 34
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Shi, B., Bai, X., Yao, C.: An end-to-end trainable neural network for image-based sequence recognition and its application to scene text recognition. IEEE transactions on pattern analysis and machine intelligence 39
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Bluche, T., Louradour, J., Messina, R.: Scan, attend and read: End-to-end handwritten paragraph recognition with mdlstm attention. In: 14th IAPR international conference on document analysis and recognition. vol. 1, pp. 1050–1055 (2017)
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2018
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Sueiras, J., Ruiz, V., Sanchez, A., Velez, J.F.: Offline continuous handwriting recognition using sequence to sequence neural networks. Neurocomputing 289
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Tan, C., Sun, F., Kong, T., Zhang, W., Yang, C., Liu, C.: A survey on deep transfer learning. In: International conference on artificial neural networks. pp. 270–279. Springer (2018)
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Baek, J., Kim, G., Lee, J., Park, S., Han, D., Yun, S., Oh, S.J., Lee, H.: What is wrong with scene text recognition model comparisons? dataset and model analysis. In: IEEE International Conference on Computer Vision. pp. 4715–4723 (2019)
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Michael, J., Labahn, R., Grüning, T., Zöllner, J.: Evaluating sequence-to-sequence models for handwritten text recognition. In: 2019 International Conference on Document Analysis and Recognition (ICDAR). pp. 1286–1293. IEEE (2019)
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Dutta, K., Krishnan, P., Mathew, M., Jawahar, C.: Improving cnn-rnn hybrid networks for handwriting recognition. In: 2018 16th International Conference on Frontiers in Handwriting Recognition (ICFHR). pp. 80–85. IEEE (2018)
2018
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Kang, L., Toledo, J.I., Riba, P., Villegas, M., Fornés, A., Rusinol, M.: Convolve, attend and spell: An attention-based sequence-to-sequence model for handwritten word recognition. In: German Conference on Pattern Recognition. pp. 459–472. Springer (2018)
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2018
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Kang, L., Riba, P., Villegas, M., Fornés, A., Rusiñol, M.: Candidate fusion: Integrating language modelling into a sequence-to-sequence handwritten word recognition architecture. Pattern Recognition 112
2021
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2021
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Ng, A.: Lecture notes in cs230 deep learning (Stanford University, 2021 Fall)
2021
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