Novel American Sign Language Fingerspelling Recognition in the Wild with Weakly Supervised Learning and Feature Embedding

Peerawat Pannattee,Wuttipong Kumwilaisak,Chatchawarn Hansakunbuntheung,Nattanun Thatphithakkul

2021 18th International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI-CON)（2021）

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摘要

This paper presents a new method in fingerspelling recognition in highly dynamic video sequences. Sign language videos are labeled only in a video sequence level. A deep learning network extracts spatial features of video frames with the AlexNet and uses them to derive a language model with the Long-Short Term Memory (LSTM) network. The results of this deep learning network are the predicted finge...

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关键词

Fingerspelling recognition,weakly supervised learning,feature embedding,deep learning,Siamese network

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