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This paper explores the application of T5 models for Saudi Sign Language (SSL) translation using a novel dataset. The SSL dataset includes three challenging testing protocols, enabling comprehensive evaluation across different scenarios.…

计算机视觉与模式识别 · 计算机科学 2025-10-14 Ali Alhejab , Tomas Zelezny , Lamya Alkanhal , Ivan Gruber , Yazeed Alharbi , Jakub Straka , Vaclav Javorek , Marek Hruz , Badriah Alkalifah , Ahmed Ali

Neural machine translation (NMT), a new approach to machine translation, has achieved promising results comparable to those of traditional approaches such as statistical machine translation (SMT). Despite its recent success, NMT cannot…

计算与语言 · 计算机科学 2017-07-21 Zi Long , Takehito Utsuro , Tomoharu Mitsuhashi , Mikio Yamamoto

Helping deaf and hard-of-hearing people communicate more easily is the main goal of Automatic Sign Language Translation. Although most past research has focused on turning sign language into text, doing the reverse, turning spoken English…

计算机视觉与模式识别 · 计算机科学 2025-07-10 Kazi Mahathir Rahman , Naveed Imtiaz Nafis , Md. Farhan Sadik , Mohammad Al Rafi , Mehedi Hasan Shahed

Current sign language translation (SLT) approaches often rely on gloss-based supervision with Connectionist Temporal Classification (CTC), limiting their ability to handle non-monotonic alignments between sign language video and spoken…

计算与语言 · 计算机科学 2024-12-25 Sihan Tan , Taro Miyazaki , Nabeela Khan , Kazuhiro Nakadai

Sign language is the primary language for people with a hearing loss. Sign language recognition (SLR) is the automatic recognition of sign language, which represents a challenging problem for computers, though some progress has been made…

计算机视觉与模式识别 · 计算机科学 2021-03-10 Roman Töngi

This paper does not aim at introducing a novel model for document-level neural machine translation. Instead, we head back to the original Transformer model and hope to answer the following question: Is the capacity of current models strong…

计算与语言 · 计算机科学 2022-03-15 Zewei Sun , Mingxuan Wang , Hao Zhou , Chengqi Zhao , Shujian Huang , Jiajun Chen , Lei Li

Statistical machine translation models have made great progress in improving the translation quality. However, the existing models predict the target translation with only the source- and target-side local context information. In practice,…

计算与语言 · 计算机科学 2015-03-02 Jiajun Zhang

Sign(ed) languages use gestures, such as hand or head movements, for communication. Sign language recognition is an assistive technology for individuals with hearing disability and its goal is to improve such individuals' life quality by…

Models of sign language have historically lagged behind those for spoken language (text and speech). Recent work has greatly improved their performance on tasks like sign language translation and isolated sign recognition. However, it…

计算与语言 · 计算机科学 2026-05-01 Serpil Karabüklü , Kanishka Misra , Shester Gueuwou , Diane Brentari , Greg Shakhnarovich , Karen Livescu

Sign language recognition is important for natural and convenient communication between deaf community and hearing majority. We take the highly efficient initial step of automatic fingerspelling recognition system using convolutional neural…

计算机视觉与模式识别 · 计算机科学 2015-10-15 Byeongkeun Kang , Subarna Tripathi , Truong Q. Nguyen

Evaluating text-to-vision content hinges on two crucial aspects: visual quality and alignment. While significant progress has been made in developing objective models to assess these dimensions, the performance of such models heavily relies…

计算机视觉与模式识别 · 计算机科学 2025-06-17 Zicheng Zhang , Tengchuan Kou , Shushi Wang , Chunyi Li , Wei Sun , Wei Wang , Xiaoyu Li , Zongyu Wang , Xuezhi Cao , Xiongkuo Min , Xiaohong Liu , Guangtao Zhai

Text image translation (TIT) aims to translate the source texts embedded in the image to target translations, which has a wide range of applications and thus has important research value. However, current studies on TIT are confronted with…

计算与语言 · 计算机科学 2023-06-05 Zhibin Lan , Jiawei Yu , Xiang Li , Wen Zhang , Jian Luan , Bin Wang , Degen Huang , Jinsong Su

Sign language translation (SLT) is often decomposed into video-to-gloss recognition and gloss-to-text translation, where a gloss is a sequence of transcribed spoken-language words in the order in which they are signed. We focus here on…

计算与语言 · 计算机科学 2021-05-18 Amit Moryossef , Kayo Yin , Graham Neubig , Yoav Goldberg

The task of word-level quality estimation (QE) consists of taking a source sentence and machine-generated translation, and predicting which words in the output are correct and which are wrong. In this paper, propose a method to effectively…

计算与语言 · 计算机科学 2018-09-05 Junjie Hu , Wei-Cheng Chang , Yuexin Wu , Graham Neubig

A bi-directional Korean/English dialog translation system is designed and implemented using the memory-based translation technique. The system KEMDT (Korean/English Memory-based Dialog Translation system) can perform Korean to English, and…

cmp-lg · 计算机科学 2016-08-31 Geunbae Lee , Hanmin Jung , Jong-Hyeok Lee

We are committed to learning human skill generators at key-step levels. The generation of skills is a challenging endeavor, but its successful implementation could greatly facilitate human skill learning and provide more experience for…

计算机视觉与模式识别 · 计算机科学 2025-02-13 Yilu Wu , Chenhui Zhu , Shuai Wang , Hanlin Wang , Jing Wang , Zhaoxiang Zhang , Limin Wang

This paper presents work on novel machine translation (MT) systems between spoken and signed languages, where signed languages are represented in SignWriting, a sign language writing system. Our work seeks to address the lack of…

计算与语言 · 计算机科学 2023-02-24 Zifan Jiang , Amit Moryossef , Mathias Müller , Sarah Ebling

Gestural language is used by deaf & mute communities to communicate through hand gestures & body movements that rely on visual-spatial patterns known as sign languages. Sign languages, which rely on visual-spatial patterns of hand gestures…

计算机视觉与模式识别 · 计算机科学 2025-08-01 Rajat Singhal , Jatin Gupta , Akhil Sharma , Anushka Gupta , Navya Sharma

Machine learning techniques have excelled in the automatic semantic analysis of images, reaching human-level performances on challenging benchmarks. Yet, the semantic analysis of videos remains challenging due to the significantly higher…

计算机视觉与模式识别 · 计算机科学 2020-07-02 Christina Runkel , Stefan Dorenkamp , Hartmut Bauermeister , Michael Moeller

Sign language is a set of gestures that deaf people use to communicate. Unfortunately, normal people don't understand it, which creates a communication gap that needs to be filled. Because of the variations in (Egyptian Sign Language) ESL…

计算机视觉与模式识别 · 计算机科学 2021-12-27 Ahmed Elhagry , Rawan Glalal Elrayes