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The advances in automatic sign language translation (SLT) to spoken languages have been mostly benchmarked with datasets of limited size and restricted domains.
A machine translation system from english to american sign language
Liwei Zhao, Karin Kipper, William Schuler, Christian Vogler, Norman Badler, and Martha Palmer · 2000
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Bleu: a method for automatic evaluation of machine translation
Kishore Papineni, Salim Roukos, Todd Ward, and Wei-Jing Zhu · 2002
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tRuEcasIng
Lucian Vlad Lita, Abe Ittycheriah, Salim Roukos, and Nanda Kambhatla · 2003
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Statistical sign language translation
Jan Bungeroth and Hermann Ney · 2004
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Imagenet: A large-scale hierarchical image database
Jia Deng, Wei Dong, Richard Socher, Li-Jia Li, Kai Li, and Li Fei-Fei · 2009
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Neural machine translation by jointly learning to align and translate
Dzmitry Bahdanau, Kyunghyun Cho, and Yoshua Bengio · 2014
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Extensions of the sign language recognition and translation corpus rwth-phoenix-weather
Jens Forster, Christoph Schmidt, Oscar Koller, Martin Bellgardt, and Hermann Ney · 2014
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Sequence to sequence learning with neural networks
Ilya Sutskever, Oriol Vinyals, and Quoc V Le · 2014
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Continuous sign language recognition: Towards large vocabulary statistical recognition systems handling multiple signers
Oscar Koller, Jens Forster, and Hermann Ney · 2015
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Convolutional pose machines
Shih-En Wei, Varun Ramakrishna, Takeo Kanade, and Yaser Sheikh · 2016
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Quo vadis, action recognition? a new model and the kinetics dataset
J. Carreira and A. Zisserman · 2017
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The kinetics human action video dataset
Will Kay, Joao Carreira, Karen Simonyan, Brian Zhang, Chloe Hillier, Sudheendra Vijayanarasimhan, Fabio Viola, Tim Green, Trevor Back, Paul Natsev, et al · 2017
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SGDR: Stochastic gradient descent with warm restarts
Ilya Loshchilov and Frank Hutter · 2017
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Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin · 2017
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Rethinking spatiotemporal feature learning for video understanding
Saining Xie, Chen Sun, Jonathan Huang, Zhuowen Tu, and Kevin Murphy · 2017
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Neural sign language translation
Necati Cihan Camgoz, Simon Hadfield, Oscar Koller, Hermann Ney, and Richard Bowden · 2018
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Hierarchical lstm for sign language translation
Dan Guo, Wengang Zhou, Houqiang Li, and Meng Wang · 2018
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Sentencepiece: A simple and language independent subword tokenizer and detokenizer for neural text processing
Taku Kudo and John Richardson · 2018
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A call for clarity in reporting BLEU scores
Matt Post · 2018
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Openpose: Realtime multi-person 2d pose estimation using part affinity fields
Z. Cao, G. Hidalgo Martinez, T. Simon, S. Wei, and Y. A. Sheikh · 2019
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Ms-asl: A large-scale data set and benchmark for understanding american sign language
Hamid Reza Vaezi Joze and Oscar Koller · 2019
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Neural sign language translation based on human keypoint estimation
Sang-Ki Ko, Chang Jo Kim, Hyedong Jung, and Choongsang Cho · 2019
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Neural sign language translation based on human keypoint estimation
Sang-Ki Ko, Chang Jo Kim, Hyedong Jung, and Choongsang Cho · 2019
Earlier work this paper cites.
Mediapipe: A framework for building perception pipelines
Camillo Lugaresi, Jiuqiang Tang, Hadon Nash, Chris McClanahan, Esha Uboweja, Michael Hays, Fan Zhang, Chuo-Ling Chang, Ming Guang Yong, Juhyun Lee, et al · 2019
Cited alongside, same era.
Bsl-1k: Scaling up co-articulated sign language recognition using mouthing cues
Samuel Albanie, Gül Varol, Liliane Momeni, Triantafyllos Afouras, Joon Son Chung, Neil Fox, and Andrew Zisserman · 2020
Cited alongside, same era.
BSL-1K: Scaling up co-articulated sign language recognition using mouthing cues
Samuel Albanie, Gül Varol, Liliane Momeni, Triantafyllos Afouras, Joon Son Chung, Neil Fox, and Andrew Zisserman · 2020
Cited alongside, same era.
Optimizing transformer for low-resource neural machine translation
Ali Araabi and Christof Monz · 2020
Cited alongside, same era.
Multi-channel transformers for multi-articulatory sign language translation
Necati Cihan Camgoz, Oscar Koller, Simon Hadfield, and Richard Bowden · 2020
Cited alongside, same era.
How2Sign: A Large-scale Multimodal Dataset for Continuous American Sign Language
Amanda Duarte, Shruti Palaskar, Lucas Ventura, Deepti Ghadiyaram, Kenneth DeHaan, Florian Metze, Jordi Torres, and Xavier Giro-i Nieto · 2021
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Skeleton-aware neural sign language translation
Shiwei Gan, Yafeng Yin, Zhiwei Jiang, Lei Xie, and Sanglu Lu · 2021
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Self-mutual distillation learning for continuous sign language recognition
Aiming Hao, Yuecong Min, and Xilin Chen · 2021
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Skeleton aware multi-modal sign language recognition
Songyao Jiang, Bin Sun, Lichen Wang, Yue Bai, Kunpeng Li, and Yun Fu · 2021
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Visual alignment constraint for continuous sign language recognition
Yuecong Min, Aiming Hao, Xiujuan Chai, and Xilin Chen · 2021
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Continuous 3d multi-channel sign language production via progressive transformers and mixture density networks
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Multi-channel transformers for multi-articulatory sign language translation
Necati Cihan Camgoz, Oscar Koller, Simon Hadfield, and Richard Bowden · 2020
Cited alongside, same era.
Sign language transformers: Joint end-to-end sign language recognition and translation
Necati Cihan Camgoz, Oscar Koller, Simon Hadfield, and Richard Bowden · 2020
Cited alongside, same era.
Sign language transformers: Joint end-to-end sign language recognition and translation
Necati Cihan Camgöz, Oscar Koller, Simon Hadfield, and Richard Bowden · 2020
Cited alongside, same era.
Word-level deep sign language recognition from video: A new large-scale dataset and methods comparison
Dongxu Li, Cristian Rodriguez, Xin Yu, and Hongdong Li · 2020
Cited alongside, same era.
Tspnet: Hierarchical feature learning via temporal semantic pyramid for sign language translation
Dongxu Li, Chenchen Xu, Xin Yu, Kaihao Zhang, Benjamin Swift, Hanna Suominen, and Hongdong Li · 2020
Cited alongside, same era.
Real-time sign language detection using human pose estimation
Amit Moryossef, Ioannis Tsochantaridis, Roee Yosef Aharoni, Sarah Ebling, and Srini Narayanan · 2020
Cited alongside, same era.
Stochastic fine-grained labeling of multi-state sign glosses for continuous sign language recognition
Zhe Niu and Brian Mak · 2020
Cited alongside, same era.
Ben Saunders, Necati Cihan Camgoz, and Richard Bowden · 2021
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Mixed signals: Sign language production via a mixture of motion primitives
Ben Saunders, Necati Cihan Camgoz, and Richard Bowden · 2021
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Skeletal graph self-attention: Embedding a skeleton inductive bias into sign language production
Ben Saunders, Necati Cihan Camgoz, and Richard Bowden · 2021
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Stochastic transformer networks with linear competing units: Application to end-to-end sl translation
Andreas Voskou, Konstantinos P Panousis, Dimitrios Kosmopoulos, Dimitris N Metaxas, and Sotirios Chatzis · 2021
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Stochastic transformer networks with linear competing units: Application to end-to-end sl translation
Andreas Voskou, Konstantinos P Panousis, Dimitrios Kosmopoulos, Dimitris N Metaxas, and Sotirios Chatzis · 2021
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Including signed languages in natural language processing
Kayo Yin, Amit Moryossef, Julie Hochgesang, Yoav Goldberg, and Malihe Alikhani · 2021
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Improving sign language translation with monolingual data by sign back-translation
Hao Zhou, Wen gang Zhou, Weizhen Qi, Junfu Pu, and Houqiang Li · 2021
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Topic detection in continuous sign language videos
Alvaro Budria, Laia Tarres, Gerard I Gallego, Francesc Moreno-Noguer, Jordi Torres, and Xavier Giro-i Nieto · 2022
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A simple multi-modality transfer learning baseline for sign language translation
Yutong Chen, Fangyun Wei, Xiao Sun, Zhirong Wu, and Stephen Lin · 2022
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Two-stream network for sign language recognition and translation
Yutong Chen, Ronglai Zuo, Fangyun Wei, Yu Wu, Shujie Liu, and Brian Mak · 2022
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Clean text and full-body transformer: Microsoft’s submission to the wmt22 shared task on sign language translation
Subhadeep Dey, Abhilash Pal, Cyrine Chaabani, and Oscar Koller · 2022
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Sign language video retrieval with free-form textual queries
Amanda Duarte, Samuel Albanie, Xavier Giro i Nieto, and Gul Varol · 2022
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Keypoint based sign language translation without glosses
Youngmin Kim, Minji Kwak, Dain Lee, Yeongeun Kim, and Hyeongboo Baek · 2022
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Findings of the first wmt shared task on sign language translation (wmt-slt22)
Mathias Müller, Sarah Ebling, Eleftherios Avramidis, Alessia Battisti, Michèle Berger, Richard Bowden, Annelies Braffort, Necati Cihan Camgöz, Cristina España-Bonet, Roman Grundkiewicz, et al · 2022
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Signing at scale: Learning to co-articulate signs for large-scale photo-realistic sign language production
Ben Saunders, Necati Cihan Camgoz, and Richard Bowden · 2022
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Open-domain sign language translation learned from online video
Bowen Shi, Diane Brentari, Greg Shakhnarovich, and Karen Livescu · 2022
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Tackling low-resourced sign language translation: Upc at wmt-slt 22
Laia Tarrés, Gerard I Gállego, Xavier Giró-i Nieto, and Jordi Torres · 2022
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