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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 …
Improving gloss-free sign language translation by reducing representation density
Gloss-free sign language translation (SLT) aims to develop well-performing SLT systems
with no requirement for the costly gloss annotations, but currently still lags behind gloss …
with no requirement for the costly gloss annotations, but currently still lags behind gloss …
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 …
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 …
Deep learning pathways for automatic sign language processing
This study provides a comprehensive review of the current state of the sign language
processing (SLP) field, encompassing sign language recognition (SLR), translation (SLT) …
processing (SLP) field, encompassing sign language recognition (SLR), translation (SLT) …
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 …
Multi-stream keypoint attention network for sign language recognition and translation
M Guan, Y Wang, G Ma, J Liu, M Sun - arxiv preprint arxiv:2405.05672, 2024 - arxiv.org
Sign language serves as a non-vocal means of communication, transmitting information and
significance through gestures, facial expressions, and bodily movements. The majority of …
significance through gestures, facial expressions, and bodily movements. The majority of …
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 …
Using an LLM to turn sign spottings into spoken language sentences
Sign Language Translation (SLT) is a challenging task that aims to generate spoken
language sentences from sign language videos. In this paper, we introduce a hybrid SLT …
language sentences from sign language videos. In this paper, we introduce a hybrid SLT …
Lost in Translation, Found in Context: Sign Language Translation with Contextual Cues
Our objective is to translate continuous sign language into spoken language text. Inspired by
the way human interpreters rely on context for accurate translation, we incorporate …
the way human interpreters rely on context for accurate translation, we incorporate …