Interpreting Sign Language Recognition using Transformers and MediaPipe Landmarks

Author:

Luna-Jiménez Cristina1ORCID,Gil-Martín Manuel1ORCID,Kleinlein Ricardo1ORCID,San-Segundo Rubén1ORCID,Fernández-Martínez Fernando2ORCID

Affiliation:

1. Universidad Politécnica de Madrid, Spain

2. Electronics Engineering, Universidad Politécnica de Madrid, Spain

Publisher

ACM

Reference17 articles.

1. Samira Abnar and Willem Zuidema . 2020. Quantifying Attention Flow in Transformers. ArXiv abs/2005.00928 ( 2020 ). Samira Abnar and Willem Zuidema. 2020. Quantifying Attention Flow in Transformers. ArXiv abs/2005.00928 (2020).

2. Alexei Baevski , Henry Zhou , Abdelrahman Mohamed , and Michael Auli . 2020. wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations. CoRR abs/2006.11477 ( 2020 ). arXiv:2006.11477https://arxiv.org/abs/2006.11477 Alexei Baevski, Henry Zhou, Abdelrahman Mohamed, and Michael Auli. 2020. wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations. CoRR abs/2006.11477 (2020). arXiv:2006.11477https://arxiv.org/abs/2006.11477

3. Gibran Benitez-Garcia , Jesus Olivares-Mercado , Gabriel Sanchez-Perez , and Keiji Yanai . 2021 . IPN Hand: A Video Dataset and Benchmark for Real-Time Continuous Hand Gesture Recognition. In 25th International Conference on Pattern Recognition, ICPR 2020 , Milan, Italy, Jan 10–15 , 2021. IEEE, 4340–4347. Gibran Benitez-Garcia, Jesus Olivares-Mercado, Gabriel Sanchez-Perez, and Keiji Yanai. 2021. IPN Hand: A Video Dataset and Benchmark for Real-Time Continuous Hand Gesture Recognition. In 25th International Conference on Pattern Recognition, ICPR 2020, Milan, Italy, Jan 10–15, 2021. IEEE, 4340–4347.

4. Sign Pose-based Transformer for Word-level Sign Language Recognition

5. Hila Chefer , Shir Gur , and Lior Wolf . 2020 . Transformer Interpretability Beyond Attention Visualization. 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (2020), 782–791. Hila Chefer, Shir Gur, and Lior Wolf. 2020. Transformer Interpretability Beyond Attention Visualization. 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (2020), 782–791.

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