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Papers Sign Language Production

“Sign Language Production” 태그가 달린 논문 40편 · 필터 해제

Changing the Representation: Examining Language Representation for Neural Sign Language Production

2022-09-16 · SLTAT (LREC) 2022 6 · Harry Walsh, Ben Saunders, Richard Bowden

Neural Sign Language Production (SLP) aims to automatically translate from spoken language sentences to sign language videos. Historically the SLP task has been broken into two steps; Firstly, translating from a spoken l…

SentenceSign Language ProductionSign Language TranslationTranslation

Neural Sign Reenactor: Deep Photorealistic Sign Language Retargeting

2022-09-03 · Christina O. Tze, Panagiotis P. Filntisis, Athanasia-Lida Dimou, Anastasios Roussos 외

In this paper, we introduce a neural rendering pipeline for transferring the facial expressions, head pose, and body movements of one person in a source video to another in a target video. We apply our method to the chal…

Neural RenderingSign Language Production

G2P-DDM: Generating Sign Pose Sequence from Gloss Sequence with Discrete Diffusion Model

2022-08-19 · Pan Xie, Qipeng Zhang, Taiyi Peng, Hao Tang 외

The Sign Language Production (SLP) project aims to automatically translate spoken languages into sign sequences. Our approach focuses on the transformation of sign gloss sequences into their corresponding sign pose seque…

DenoisingQuantizationSign Language Production

Non-Autoregressive Sign Language Production via Knowledge Distillation

2022-08-12 · Eui Jun Hwang, Jung Ho Kim, Suk min Cho, Jong C. Park

Sign Language Production (SLP) aims to translate expressions in spoken language into corresponding ones in sign language, such as skeleton-based sign poses or videos. Existing SLP models are either AutoRegressive (AR) or…

Knowledge DistillationSign Language Production

Sign Language Production With Avatar Layering: A Critical Use Case over Rare Words

2022-06-01 · LREC 2022 6 · Jung-Ho Kim, Eui Jun Hwang, Sukmin Cho, Du Hui Lee 외

Sign language production (SLP) is the process of generating sign language videos from spoken language expressions. Since sign languages are highly under-resourced, existing vision-based SLP approaches suffer from out-of-…

DecoderLanguage ModelingLanguage ModellingSign Language Production+1

KoSign Sign Language Translation Project: Introducing The NIASL2021 Dataset

2022-06-01 · SLTAT (LREC) 2022 6 · Mathew Huerta-Enochian, Du Hui Lee, Hye Jin Myung, Kang Suk Byun 외

We introduce a new sign language production (SLP) and sign language translation (SLT) dataset, NIASL2021, consisting of 201,026 Korean-KSL data pairs. KSL translations of Korean source texts are represented in three form…

PositionSign Language ProductionSign Language TranslationTranslation

Signing at Scale: Learning to Co-Articulate Signs for Large-Scale Photo-Realistic Sign Language Production

2022-03-29 · CVPR 2022 1 · Ben Saunders, Necati Cihan Camgoz, Richard Bowden

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 seq…

Sign Language Production

All You Need In Sign Language Production

2022-01-05 · Razieh Rastgoo, Kourosh Kiani, Sergio Escalera, Vassilis Athitsos 외

Sign Language is the dominant form of communication language used in the deaf and hearing-impaired community. To make an easy and mutual communication between the hearing-impaired and the hearing communities, building a …

AllCultural Vocal Bursts Intensity PredictionSign Language ProductionSign Language Recognition+1

Skeletal Graph Self-Attention: Embedding a Skeleton Inductive Bias into Sign Language Production

2021-12-06 · SLTAT (LREC) 2022 6 · Ben Saunders, Necati Cihan Camgoz, Richard Bowden

Recent approaches to Sign Language Production (SLP) have adopted spoken language Neural Machine Translation (NMT) architectures, applied without sign-specific modifications. In addition, these works represent sign langua…

Inductive BiasMachine TranslationNMTSign Language Production+1

Mixed SIGNals: Sign Language Production via a Mixture of Motion Primitives

2021-07-23 · ICCV 2021 10 · Ben Saunders, Necati Cihan Camgoz, Richard Bowden

It is common practice to represent spoken languages at their phonetic level. However, for sign languages, this implies breaking motion into its constituent motion primitives. Avatar based Sign Language Production (SLP) h…

Sign Language ProductionTranslation

Model-Aware Gesture-to-Gesture Translation

2021-06-19 · CVPR 2021 1 · Hezhen Hu, Weilun Wang, Wengang Zhou, Weichao Zhao 외

Hand gesture-to-gesture translation is a significant and interesting problem, which serves as a key role in many applications, such as sign language production. This task involves fine-grained structure understanding…

Gesture-to-Gesture TranslationmodelSign Language ProductionTranslation

Sign Language Production: A Review

2021-03-29 · Razieh Rastgoo, Kourosh Kiani, Sergio Escalera, Mohammad Sabokrou

Sign Language is the dominant yet non-primary form of communication language used in the deaf and hearing-impaired community. To make an easy and mutual communication between the hearing-impaired and the hearing communit…

Sign Language ProductionSign Language RecognitionSurvey

Continuous 3D Multi-Channel Sign Language Production via Progressive Transformers and Mixture Density Networks

2021-03-11 · Ben Saunders, Necati Cihan Camgoz, Richard Bowden

Sign languages are multi-channel visual languages, where signers use a continuous 3D space to communicate.Sign Language Production (SLP), the automatic translation from spoken to sign languages, must embody both the cont…

Data AugmentationSign Language ProductionTranslation

Can Everybody Sign Now? Exploring Sign Language Video Generation from 2D Poses

2020-12-20 · Lucas Ventura, Amanda Duarte, Xavier Giro-i-Nieto

Recent work have addressed the generation of human poses represented by 2D/3D coordinates of human joints for sign language. We use the state of the art in Deep Learning for motion transfer and evaluate them on How2Sign,…

Sign Language ProductionVideo Generation

Everybody Sign Now: Translating Spoken Language to Photo Realistic Sign Language Video

2020-11-19 · Ben Saunders, Necati Cihan Camgoz, Richard Bowden

To be truly understandable and accepted by Deaf communities, an automatic Sign Language Production (SLP) system must generate a photo-realistic signer. Prior approaches based on graphical avatars have proven unpopular, w…

Sign Language ProductionVideo Generation

Adversarial Training for Multi-Channel Sign Language Production

2020-08-27 · Ben Saunders, Necati Cihan Camgoz, Richard Bowden

Sign Languages are rich multi-channel languages, requiring articulation of both manual (hands) and non-manual (face and body) features in a precise, intricate manner. Sign Language Production (SLP), the automatic transla…

Sign Language ProductionTranslation

How2Sign: A Large-scale Multimodal Dataset for Continuous American Sign Language

2020-08-18 · CVPR 2021 1 · Amanda Duarte, Shruti Palaskar, Lucas Ventura, Deepti Ghadiyaram 외

One of the factors that have hindered progress in the areas of sign language recognition, translation, and production is the absence of large annotated datasets. Towards this end, we introduce How2Sign, a multimodal and …

Sign Language ProductionSign Language TranslationTranslation

Progressive Transformers for End-to-End Sign Language Production

2020-04-30 · ECCV 2020 8 · Ben Saunders, Necati Cihan Camgoz, Richard Bowden

The goal of automatic Sign Language Production (SLP) is to translate spoken language to a continuous stream of sign language video at a level comparable to a human translator. If this was achievable, then it would revolu…

Sign Language ProductionTranslation

BosphorusSign22k Sign Language Recognition Dataset

2020-04-02 · LREC 2020 5 · Oğulcan Özdemir, Ahmet Alp Kındıroğlu, Necati Cihan Camgöz, Lale Akarun

Sign Language Recognition is a challenging research domain. It has recently seen several advancements with the increased availability of data. In this paper, we introduce the BosphorusSign22k, a publicly available large …

Sign Language ProductionSign Language RecognitionVideo Recognition

Text2Sign: Towards Sign Language Production Using Neural Machine Translation and Generative Adversarial Networks

2020-01-02 · International Journal of Computer Vision 2020 1 · Stephanie Stoll, Necati Cihan Camgoz, Simon Hadfield, Richard Bowden

We present a novel approach to automatic Sign Language Production using recent developments in Neural Machine Translation (NMT), Generative Adversarial Networks, and motion generation. Our system is capable of producing …

Generative Adversarial NetworkMachine TranslationMotion GenerationNMT+4
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