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Recent progress in fine-grained gesture and action classification, and machine translation, point to the possibility of automated sign language recognition becoming a reality. A key stumbling block in making progress towards this goal is a…

计算机视觉与模式识别 · 计算机科学 2021-10-14 Samuel Albanie , Gül Varol , Liliane Momeni , Triantafyllos Afouras , Joon Son Chung , Neil Fox , Andrew Zisserman

Sign Language Recognition (SLR) is an essential yet challenging task since sign language is performed with the fast and complex movement of hand gestures, body posture, and even facial expressions. %Skeleton Aware Multi-modal Sign Language…

计算机视觉与模式识别 · 计算机科学 2023-02-17 Maxim Novopoltsev , Leonid Verkhovtsev , Ruslan Murtazin , Dmitriy Milevich , Iuliia Zemtsova

Lip-to-speech (L2S) synthesis, which reconstructs speech from visual cues, faces challenges in accuracy and naturalness due to limited supervision in capturing linguistic content, accents, and prosody. In this paper, we propose RESOUND, a…

声音 · 计算机科学 2025-05-29 Long-Khanh Pham , Thanh V. T. Tran , Minh-Tan Pham , Van Nguyen

Sign languages are multi-channel languages that communicate information through not just the hands (manual signals) but also facial expressions and upper body movements (non-manual signals). However, since automatic sign language…

计算与语言 · 计算机科学 2024-06-12 Jung-Ho Kim , Mathew Huerta-Enochian , Changyong Ko , Du Hui Lee

Existing end-to-end sign-language animation systems suffer from low naturalness, limited facial/body expressivity, and no user control. We propose a human-centered, real-time speech-to-sign animation framework that integrates (1) a…

人机交互 · 计算机科学 2025-06-25 Yingchao Li

Video-to-audio (V2A) generation leverages visual-only video features to render plausible sounds that match the scene. Importantly, the generated sound onsets should match the visual actions that are aligned with them, otherwise unnatural…

声音 · 计算机科学 2024-07-16 Santiago Pascual , Chunghsin Yeh , Ioannis Tsiamas , Joan Serrà

The objective of this work is to determine the location of temporal boundaries between signs in continuous sign language videos. Our approach employs 3D convolutional neural network representations with iterative temporal segment refinement…

计算机视觉与模式识别 · 计算机科学 2021-02-15 Katrin Renz , Nicolaj C. Stache , Samuel Albanie , Gül Varol

Sign Language Translation (SLT) is a challenging task due to its cross-domain nature, involving the translation of visual-gestural language to text. Many previous methods employ an intermediate representation, i.e., gloss sequences, to…

计算机视觉与模式识别 · 计算机科学 2023-07-28 Benjia Zhou , Zhigang Chen , Albert Clapés , Jun Wan , Yanyan Liang , Sergio Escalera , Zhen Lei , Du Zhang

Vision-guided speech generation aims to produce authentic speech from facial appearance or lip motions without relying on auditory signals, offering significant potential for applications such as dubbing in filmmaking and assisting…

计算机视觉与模式识别 · 计算机科学 2025-03-20 Jiaxin Ye , Hongming Shan

As the main means of communication for deaf people, sign language has a special grammatical order, so it is meaningful and valuable to develop a real-time translation system for sign language. In the research process, we added a TSM module…

计算机视觉与模式识别 · 计算机科学 2023-06-21 Shengzhuo Wei , Yan Lan

We have come up with a research that hopes to provide a bridge between the users of American Sign Language and the users of spoken language and Indian Sign Language (ISL). The research enabled us to create a novel framework that we have…

计算与语言 · 计算机科学 2024-11-20 Malay Kumar , S. Sarvajit Visagan , Tanish Sarang Mahajan , Anisha Natarajan

In the face of the video data deluge, today's expensive clip-level classifiers are increasingly impractical. We propose a framework for efficient action recognition in untrimmed video that uses audio as a preview mechanism to eliminate both…

计算机视觉与模式识别 · 计算机科学 2020-03-31 Ruohan Gao , Tae-Hyun Oh , Kristen Grauman , Lorenzo Torresani

Sign language is one of the most effective communication tools for people with hearing difficulties. Most existing works focus on improving the performance of sign language tasks on RGB videos, which may suffer from degraded recording…

计算机视觉与模式识别 · 计算机科学 2024-07-23 Pengyu Zhang , Hao Yin , Zeren Wang , Wenyue Chen , Shengming Li , Dong Wang , Huchuan Lu , Xu Jia

Sign language visual recognition from continuous multi-modal streams is still one of the most challenging fields. Recent advances in human actions recognition are exploiting the ascension of GPU-based learning from massive data, and are…

计算机视觉与模式识别 · 计算机科学 2020-09-23 Bassem Seddik , Najoua Essoukri Ben Amara

Existing work on sign language translation - that is, translation from sign language videos into sentences in a written language - has focused mainly on (1) data collected in a controlled environment or (2) data in a specific domain, which…

计算机视觉与模式识别 · 计算机科学 2022-11-22 Bowen Shi , Diane Brentari , Greg Shakhnarovich , Karen Livescu

In recent years, deep learning techniques have been used to develop sign language recognition systems, potentially serving as a communication tool for millions of hearing-impaired individuals worldwide. However, there are inherent…

计算机视觉与模式识别 · 计算机科学 2024-08-15 Alvaro Leandro Cavalcante Carneiro , Denis Henrique Pinheiro Salvadeo , Lucas de Brito Silva

Automatic speech processing systems are employed more and more often in real environments. Although the underlying speech technology is mostly language independent, differences between languages with respect to their structure and grammar…

计算与语言 · 计算机科学 2012-03-20 A. M. Riad , Hamdy K. Elmonier , Samaa. M. Shohieb , A. S. Asem

Speechreading is a notoriously difficult task for humans to perform. In this paper we present an end-to-end model based on a convolutional neural network (CNN) for generating an intelligible acoustic speech signal from silent video frames…

计算机视觉与模式识别 · 计算机科学 2017-01-10 Ariel Ephrat , Shmuel Peleg

This study focuses on a challenging yet promising task, Text-to-Sounding-Video (T2SV) generation, which aims to generate a video with synchronized audio from text conditions, meanwhile ensuring both modalities are aligned with text. Despite…

计算机视觉与模式识别 · 计算机科学 2025-10-06 Kaisi Guan , Xihua Wang , Zhengfeng Lai , Xin Cheng , Peng Zhang , XiaoJiang Liu , Ruihua Song , Meng Cao

The objective of this work is to annotate sign instances across a broad vocabulary in continuous sign language. We train a Transformer model to ingest a continuous signing stream and output a sequence of written tokens on a large-scale…

计算机视觉与模式识别 · 计算机科学 2021-03-31 Gül Varol , Liliane Momeni , Samuel Albanie , Triantafyllos Afouras , Andrew Zisserman