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  1. ncbi.nlm.nih.gov

    National Center for Biotechnology Information

    https://www.ncbi.nlm.nih.gov › pmc › articles › PMC10708553

    HamNoSys is a phonetic transcription system for sign language, which includes sign characteristics or phonemes such as hand location, shape, and movement. ... This work proposed a sign language motion generation system using sign characteristics or phonemes as inputs. The sign characteristics are represented using HamNoSys, a notation system ...
    Publication:Sensors (Basel). 2023 Dec; 23(23): 9365.
  2. Nov 23, 2023This paper proposes, analyzes, and evaluates a deep learning architecture based on transformers for generating sign language motion from sign phonemes (represented using HamNoSys: a notation system developed at the University of Hamburg). The sign phonemes provide information about sign characteristics like hand configuration, localization, or movements. The use of sign phonemes is crucial for ...
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  4. pubmed.ncbi.nlm.nih.gov

    Nov 23, 2023This paper proposes, analyzes, and evaluates a deep learning architecture based on transformers for generating sign language motion from sign phonemes (represented using HamNoSys: a notation system developed at the University of Hamburg). ... Sign Language Motion Generation from Sign Characteristics Sensors (Basel). 2023 Nov 23;23(23):9365. doi ...
  5. blogs.upm.es

    Dec 15, 2023HamNoSys is a phonetic transcription system for sign language, which includes sign characteristics or phonemes such as hand location, shape, and movement. To the best of the authors' knowledge, the proposed system is the first motion generation system for sign language based on transformers. The main contributions of this paper are the following:
  6. amazon.science

    The use of sign phonemes is crucial for generating sign motion with a high level of details (including finger extensions and flexions). The transformer-based approach also includes a stop detection module for predicting the end of the generation process. Both aspects, motion generation and stop detection, are evaluated in detail.
  7. mdpi-res.com

    Keywords: motion generation motion dataset sign language sign phonemes HamNoSys landmarks extraction interpolation padding strategies 1. Introduction Motion generation is an innovative research field which consists of producing move-ments, gestures, or animations by computer systems. This process involves the use of
  8. semanticscholar.org

    Nov 23, 2023A deep learning architecture based on transformers for generating sign language motion from sign phonemes using HamNoSys, a notation system developed at the University of Hamburg, is proposed and evaluated. This paper proposes, analyzes, and evaluates a deep learning architecture based on transformers for generating sign language motion from sign phonemes (represented using HamNoSys: a ...
  9. ncbi.nlm.nih.gov

    National Center for Biotechnology Information

    https://www.ncbi.nlm.nih.gov › pmc › articles › PMC10744067

    Nov 27, 2023From each video, a sequence of landmarks was extracted using MediaPipe. The dataset allows training an automatic system for motion generation from sign language phonemes. This paper also presents preliminary results in motion generation from sign phonemes obtaining a Dynamic Time Warping distance per frame of 0.37.
  10. blogs.upm.es

    Dec 13, 2023Other studies combine different types of sensors for sign language recognition . However, these datasets do not include both sign phonemes and sign motion landmarks, preventing the training of an automatic system with the sufficient level of detail to generate sign language motion from sign characteristics.
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