• Refine your search:
  • 
    Keyword:
    
    • Computer Vision and Pattern Recognition cs.CV (1)
    • Deep neural network (1)
    • Document domain randomization (1)
    • Document layout (1)
    • FOS Computer and information sciences (1)
    • Information Retrieval cs.IR (1)
    • Machine Learning cs.LG (1)
    • [SCCO.COMP]Cognitive science / Computer science (1)
    • behavior analysis (1)
    • evaluation (1)
  • 
    Creator / Publisher:
    
    • Chen, Jian (2)
    • Isenberg, Petra (2)
    • Isenberg, Tobias (2)
    • Ling, Meng (2)
    • Möller, Torsten (2)
    • Sedlmair, Michael (2)
    • Shen, Han-Wei (2)
    • Wu, Jian (2)
    • Analysis and Visualization (AVIZ) (1)
    • CentraleSupélec-Université Paris-Saclay-Centre National de la Recherche Scientifique (CNRS)-CentraleSupélec-Université Paris-Saclay-Centre National de la Recherche Scientifique (CNRS) (1)
    •   more
  • 
    Year:
    
    • 2021 (2)
  • 
    Medium
  • 
    Type
  • 
    BLLDB-Access:
    • free (2)
    • subject to license (0)

Search in the Catalogues and Directories

All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 2 of 2 1 Document Domain Randomization for Deep Learning Document Layout Extraction Ling, Meng; Chen, Jian; Möller, Torsten... In: Proceedings of the 16th International Conference on Document Analysis and Recognition (ICDAR, September 5--10, Lausanne, Switzerland) ; https://hal.inria.fr/hal-03336444 ; Proceedings of the 16th International Conference on Document Analysis and Recognition (ICDAR, September 5--10, Lausanne, Switzerland), Sep 2021, Lausanne, Switzerland. pp.497-513, ⟨10.1007/978-3-030-86549-8_32⟩ (2021) BASE Show details 2 Document Domain Randomization for Deep Learning Document Layout Extraction ... Ling, Meng; Chen, Jian; Möller, Torsten; Isenberg, Petra; Isenberg, Tobias; Sedlmair, Michael; Laramee, Robert S.; Shen, Han-Wei; Wu, Jian; Giles, C. Lee. - : arXiv, 2021 Abstract: We present document domain randomization (DDR), the first successful transfer of convolutional neural networks (CNNs) trained only on graphically rendered pseudo-paper pages to real-world document segmentation. DDR renders pseudo-document pages by modeling randomized textual and non-textual contents of interest, with user-defined layout and font styles to support joint learning of fine-grained classes. We demonstrate competitive results using our DDR approach to extract nine document classes from the benchmark CS-150 and papers published in two domains, namely annual meetings of Association for Computational Linguistics (ACL) and IEEE Visualization (VIS). We compare DDR to conditions of style mismatch, fewer or more noisy samples that are more easily obtained in the real world. We show that high-fidelity semantic information is not necessary to label semantic classes but style mismatch between train and test can lower model accuracy. Using smaller training samples had a slightly detrimental effect. Finally, ... : Main paper to appear in ICDAR 2021 (16th International Conference on Document Analysis and Recognition). This version contains additional materials. The associated test data is hosted on IEEE Data Port: http://doi.org/10.21227/326q-bf39 ... Keyword: Computer Vision and Pattern Recognition cs.CV; FOS Computer and information sciences; Information Retrieval cs.IR; Machine Learning cs.LG URL: https://dx.doi.org/10.48550/arxiv.2105.14931 https://arxiv.org/abs/2105.14931 BASE Hide details

Mobile view All Catalogues UB Frankfurt Linguistik 0 IDS Mannheim 0 OLC Linguistik 0 UB Frankfurt Retrokatalog 0 DNB Subject Category Language 0 Institut für Empirische Sprachwissenschaft 0 Leibniz-Centre General Linguistics (ZAS) 0 Bibliographies BLLDB 0 BDSL 0 IDS Bibliografie zur deutschen Grammatik 0 IDS Bibliografie zur Gesprächsforschung 0 IDS Konnektoren im Deutschen 0 IDS Präpositionen im Deutschen 0 IDS OBELEX meta 0 MPI-SHH Linguistics Collection 0 MPI for Psycholinguistics 0 Linked Open Data catalogues Annohub 0 Online resources Link directory 0 Journal directory 0 Database directory 0 Dictionary directory 0 Open access documents BASE 2 Linguistik-Repository 0 IDS Publikationsserver 0 Online dissertations 0 Language Description Heritage 0