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Large datasets as required for deep learning of lip reading do not exist in many languages. In this paper we present the dataset GLips (German Lips) consisting of 250,000 publicly available videos of the faces of speakers of the Hessian…

Computer Vision and Pattern Recognition · Computer Science 2022-07-12 Gerald Schwiebert , Cornelius Weber , Leyuan Qu , Henrique Siqueira , Stefan Wermter

Sign-language datasets are difficult to preprocess consistently because they vary in annotation schema, clip timing, signer framing, and privacy constraints. Existing work usually reports downstream models, while the preprocessing pipeline…

Computer Vision and Pattern Recognition · Computer Science 2026-04-23 Kuanwei Chen , Tingyi Lin

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…

Computation and Language · Computer Science 2024-06-12 Jung-Ho Kim , Mathew Huerta-Enochian , Changyong Ko , Du Hui Lee

Gloss-free Sign Language Production (SLP) offers a direct translation of spoken language sentences into sign language, bypassing the need for gloss intermediaries. This paper presents the Sign language Vector Quantization Network, a novel…

Computer Vision and Pattern Recognition · Computer Science 2024-06-11 Eui Jun Hwang , Huije Lee , Jong C. Park

Machine Translation has played a critical role in reducing language barriers, but its adaptation for Sign Language Machine Translation (SLMT) has been less explored. Existing works on SLMT mostly use the Transformer neural network which…

Computation and Language · Computer Science 2025-02-19 Nada Shahin , Leila Ismail

The objective of this study is to generate high-quality speech from silent talking face videos, a task also known as video-to-speech synthesis. A significant challenge in video-to-speech synthesis lies in the substantial modality gap…

Audio and Speech Processing · Electrical Eng. & Systems 2025-03-24 Ji-Hoon Kim , Jeongsoo Choi , Jaehun Kim , Chaeyoung Jung , Joon Son Chung

To equip SL with software properly, we need an input system to represent and manipulate signed contents in the same way that every day software allows to process written text. Refuting the claim that video is good enough a medium to serve…

Computation and Language · Computer Science 2018-11-06 Michael Filhol

This paper describes the DFKI-MLT submission to the WMT-SLT 2022 sign language translation (SLT) task from Swiss German Sign Language (video) into German (text). State-of-the-art techniques for SLT use a generic seq2seq architecture with…

Computation and Language · Computer Science 2025-10-23 Yasser Hamidullah , Josef van Genabith , Cristina España-Bonet

Multi-domain image-to-image translation re quires grounding semantic differences ex pressed in natural language prompts into corresponding visual transformations, while preserving unrelated structural and seman tic content. Existing methods…

Computer Vision and Pattern Recognition · Computer Science 2026-01-13 Jongwon Ryu , Joonhyung Park , Jaeho Han , Yeong-Seok Kim , Hye-rin Kim , Sunjae Yoon , Junyeong Kim

Automatically generating animation from natural language text finds application in a number of areas e.g. movie script writing, instructional videos, and public safety. However, translating natural language text into animation is a…

Computation and Language · Computer Science 2019-04-12 Yeyao Zhang , Eleftheria Tsipidi , Sasha Schriber , Mubbasir Kapadia , Markus Gross , Ashutosh Modi

Sign Language Translation (SLT) aims to convert sign language videos into spoken or written text. While early systems relied on gloss annotations as an intermediate supervision, such annotations are costly to obtain and often fail to…

Computer Vision and Pattern Recognition · Computer Science 2025-07-15 Ozge Mercanoglu Sincan , Richard Bowden

The task of converting text input into video content is becoming an important topic for synthetic media generation. Several methods have been proposed with some of them reaching close-to-natural performances in constrained tasks. In this…

Audio and Speech Processing · Electrical Eng. & Systems 2022-06-08 Dan Oneata , Beata Lorincz , Adriana Stan , Horia Cucu

In this paper, we tackle the problem of sign language translation (SLT) without gloss annotations. Although intermediate representation like gloss has been proven effective, gloss annotations are hard to acquire, especially in large…

Computer Vision and Pattern Recognition · Computer Science 2023-05-30 Kezhou Lin , Xiaohan Wang , Linchao Zhu , Ke Sun , Bang Zhang , Yi Yang

The goal of automatic dubbing is to perform speech-to-speech translation while achieving audiovisual coherence. This entails isochrony, i.e., translating the original speech by also matching its prosodic structure into phrases and pauses,…

Computation and Language · Computer Science 2022-04-07 Yogesh Virkar , Marcello Federico , Robert Enyedi , Roberto Barra-Chicote

This paper targets the automated extraction of components of argumentative information and their relations from natural language text. Moreover, we address a current lack of systems to provide complete argumentative structure from arbitrary…

Computation and Language · Computer Science 2020-09-29 Mirko Lenz , Premtim Sahitaj , Sean Kallenberg , Christopher Coors , Lorik Dumani , Ralf Schenkel , Ralph Bergmann

Sign languages are visual languages, with vocabularies as rich as their spoken language counterparts. However, current deep-learning based Sign Language Production (SLP) models produce under-articulated skeleton pose sequences from…

Computer Vision and Pattern Recognition · Computer Science 2022-03-30 Ben Saunders , Necati Cihan Camgoz , Richard Bowden

Language documentation is a critical aspect of language preservation, often including the creation of Interlinear Glossed Text (IGT). Creating IGT is time-consuming and tedious, and automating the process can save valuable annotator effort.…

Computation and Language · Computer Science 2023-03-28 Michael Ginn

Generating animations from natural language sentences finds its applications in a a number of domains such as movie script visualization, virtual human animation and, robot motion planning. These sentences can describe different kinds of…

Computer Vision and Pattern Recognition · Computer Science 2019-12-02 Chaitanya Ahuja , Louis-Philippe Morency

Spoken dialogue systems often rely on cascaded pipelines that transcribe, process, and resynthesize speech. While effective, this design discards paralinguistic cues and limits expressivity. Recent end-to-end methods reduce latency and…

We propose a novel approach for the synthesis of sign language videos using GANs. We extend the previous work of Stoll et al. by using the human semantic parser of the Soft-Gated Warping-GAN from to produce photorealistic videos guided by…

Computer Vision and Pattern Recognition · Computer Science 2021-05-07 Christopher Kissel , Christopher Kümmel , Dennis Ritter , Kristian Hildebrand
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