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Uncertainty-aware sign language video retrieval with probability distribution modeling
Sign language video retrieval plays a key role in facilitating information access for the deaf
community. Despite significant advances in video-text retrieval, the complexity and inherent …
community. Despite significant advances in video-text retrieval, the complexity and inherent …
Neural Sign Actors: A diffusion model for 3D sign language production from text
Sign Languages (SL) serve as the primary mode of communication for the Deaf and Hard of
Hearing communities. Deep learning methods for SL recognition and translation have …
Hearing communities. Deep learning methods for SL recognition and translation have …
Visual Alignment Pre-training for Sign Language Translation
Abstract Sign Language Translation (SLT) aims to translate sign videos into text sentences.
While gloss sequences, the written approximation of sign videos, provide informative …
While gloss sequences, the written approximation of sign videos, provide informative …
Towards privacy-aware sign language translation at scale
A major impediment to the advancement of sign language translation (SLT) is data scarcity.
Much of the sign language data currently available on the web cannot be used for training …
Much of the sign language data currently available on the web cannot be used for training …
Learning robust representations with information bottleneck and memory network for RGB-D-based gesture recognition
Although previous RGB-D-based gesture recognition methods have shown promising
performance, researchers often overlook the interference of task-irrelevant cues like …
performance, researchers often overlook the interference of task-irrelevant cues like …
SEDS: Semantically Enhanced Dual-Stream Encoder for Sign Language Retrieval
Different from traditional video retrieval, sign language retrieval is more biased towards
understanding the semantic information of human actions contained in video clips. Previous …
understanding the semantic information of human actions contained in video clips. Previous …
A review of deep learning-based approaches to sign language processing
S Tan, N Khan, Z An, Y Ando, R Kawakami… - Advanced …, 2024 - Taylor & Francis
Technology to support human communication by sign language may address a growing
social need and is interesting from an engineering perspective, considering multimodal …
social need and is interesting from an engineering perspective, considering multimodal …
A simple baseline for spoken language to sign language translation with 3d avatars
The objective of this paper is to develop a functional system for translating spoken
languages into sign languages, referred to as Spoken2Sign translation. The Spoken2Sign …
languages into sign languages, referred to as Spoken2Sign translation. The Spoken2Sign …
Sign2GPT: Leveraging Large Language Models for Gloss-Free Sign Language Translation
Automatic Sign Language Translation requires the integration of both computer vision and
natural language processing to effectively bridge the communication gap between sign and …
natural language processing to effectively bridge the communication gap between sign and …
Scaling sign language translation
Sign language translation (SLT) addresses the problem of translating information from a
sign language in video to a spoken language in text. Existing studies, while showing …
sign language in video to a spoken language in text. Existing studies, while showing …