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• W3119138272 abstract "This paper proposes an attentional network for the task of Continuous Sign Language Recognition. The proposed approach exploits co-independent streams of data to model the sign language modalities. These different channels of information can share a complex temporal structure between each other. For that reason, we apply attention to synchronize and help capture entangled dependencies between the different sign language components. Even though Sign Language is multi-channel, handshapes represent the central entities in sign interpretation. Seeing handshapes in their correct context defines the meaning of a sign. Taking that into account, we utilize the attention mechanism to efficiently aggregate the hand features with their appropriate spatio-temporal context for better sign recognition. We found that by doing so the model is able to identify the essential Sign Language components that revolve around the dominant hand and the face areas. We test our model on the benchmark dataset RWTH-PHOENIX-Weather 2014, yielding competitive results." @default.
• W3119138272 created "2021-01-18" @default.
• W3119138272 creator A5052286245 @default.
• W3119138272 creator A5074285653 @default.
• W3119138272 date "2021-01-12" @default.
• W3119138272 modified "2023-10-02" @default.
• W3119138272 title "Context Matters: Self-Attention for Sign Language Recognition" @default.
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• W3119138272 hasPublicationYear "2021" @default.
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