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End-to-end In-Image Machine Translation (IIMT) aims to convert text embedded within an image into a target language while preserving the original visual context, layout, and rendering style. However, existing IIMT benchmarks are largely…

计算机视觉与模式识别 · 计算机科学 2026-04-02 Jiahao Lyu , Pei Fu , Zhenhang Li , Weichao Zeng , Shaojie Zhang , Jiahui Yang , Can Ma , Yu Zhou , Zhenbo Luo , Jian Luan

Text image machine translation (TIMT) aims to translate texts embedded in images from one source language to another target language. Existing methods, both two-stage cascade and one-stage end-to-end architectures, suffer from different…

计算与语言 · 计算机科学 2023-05-11 Cong Ma , Yaping Zhang , Mei Tu , Yang Zhao , Yu Zhou , Chengqing Zong

In-Image Machine Translation (IIMT) aims to translate images containing texts from one language to another. Current research of end-to-end IIMT mainly conducts on synthetic data, with simple background, single font, fixed text position, and…

计算与语言 · 计算机科学 2025-09-08 Yanzhi Tian , Zeming Liu , Zhengyang Liu , Chong Feng , Xin Li , Heyan Huang , Yuhang Guo

In-Image Machine Translation (IIMT) aims to translate texts within images from one language to another. Previous research on IIMT was primarily conducted on simplified scenarios such as images of one-line text with black font in white…

计算与语言 · 计算机科学 2025-05-22 Yanzhi Tian , Zeming Liu , Zhengyang Liu , Yuhang Guo

In this paper, we offer a preliminary investigation into the task of in-image machine translation: transforming an image containing text in one language into an image containing the same text in another language. We propose an end-to-end…

计算与语言 · 计算机科学 2020-10-22 Elman Mansimov , Mitchell Stern , Mia Chen , Orhan Firat , Jakob Uszkoreit , Puneet Jain

End-to-end text image translation (TIT), which aims at translating the source language embedded in images to the target language, has attracted intensive attention in recent research. However, data sparsity limits the performance of…

计算与语言 · 计算机科学 2022-10-11 Cong Ma , Yaping Zhang , Mei Tu , Xu Han , Linghui Wu , Yang Zhao , Yu Zhou

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

Simultaneous machine translation (SiMT) aims to translate a continuous input text stream into another language with the lowest latency and highest quality possible. The translation thus has to start with an incomplete source text, which is…

计算与语言 · 计算机科学 2020-10-14 Ozan Caglayan , Julia Ive , Veneta Haralampieva , Pranava Madhyastha , Loïc Barrault , Lucia Specia

Utilizing pivot language effectively can significantly improve low-resource machine translation. Usually, the two translation models, source-pivot and pivot-target, are trained individually and do not utilize the limited (source, target)…

计算与语言 · 计算机科学 2023-05-04 Hao Cheng , Meng Zhang , Liangyou Li , Qun Liu , Zhihua Zhang

This paper addresses the problem of inferring unseen cross-modal image-to-image translations between multiple modalities. We assume that only some of the pairwise translations have been seen (i.e. trained) and infer the remaining unseen…

计算机视觉与模式识别 · 计算机科学 2020-05-18 Yaxing Wang , Luis Herranz , Joost van de Weijer

The capability to jointly process multi-modal information is becoming an essential task. However, the limited number of paired multi-modal data and the large computational requirements in multi-modal learning hinder the development. We…

计算与语言 · 计算机科学 2025-06-09 Minsu Kim , Jee-weon Jung , Hyeongseop Rha , Soumi Maiti , Siddhant Arora , Xuankai Chang , Shinji Watanabe , Yong Man Ro

Text Image Machine Translation (TIMT) aims to translate texts embedded within an image into another language. Current TIMT studies primarily focus on providing translations for all the text within an image, while neglecting to provide…

计算机视觉与模式识别 · 计算机科学 2025-09-17 Wanru Zhuang , Wenbo Li , Zhibin Lan , Xu Han , Peng Li , Jinsong Su

The in-image machine translation task involves translating text embedded within images, with the translated results presented in image format. While this task has numerous applications in various scenarios such as film poster translation…

Text Image Machine Translation (TIMT) aims to translate text embedded in images in the source-language into target-language, requiring synergistic integration of visual perception and linguistic understanding. Existing TIMT methods, whether…

计算机视觉与模式识别 · 计算机科学 2026-02-26 Junxin Lu , Tengfei Song , Zhanglin Wu , Pengfei Li , Xiaowei Liang , Hui Yang , Kun Chen , Ning Xie , Yunfei Lu , Jing Zhao , Shiliang Sun , Daimeng Wei

Recent advances of image-to-image translation focus on learning the one-to-many mapping from two aspects: multi-modal translation and multi-domain translation. However, the existing methods only consider one of the two perspectives, which…

计算机视觉与模式识别 · 计算机科学 2019-12-30 Xiaoming Yu , Yuanqi Chen , Thomas Li , Shan Liu , Ge Li

Text Image Machine Translation (TIMT)-the task of translating textual content embedded in images-is critical for applications in accessibility, cross-lingual information access, and real-world document understanding. However, TIMT remains a…

计算与语言 · 计算机科学 2025-05-27 Zhaopeng Feng , Yupu Liang , Shaosheng Cao , Jiayuan Su , Jiahan Ren , Zhe Xu , Yao Hu , Wenxuan Huang , Jian Wu , Zuozhu Liu

We propose a novel decoding approach for neural machine translation (NMT) based on continuous optimisation. We convert decoding - basically a discrete optimization problem - into a continuous optimization problem. The resulting constrained…

计算与语言 · 计算机科学 2017-07-25 Cong Duy Vu Hoang , Gholamreza Haffari , Trevor Cohn

Image-text retrieval is a central problem for understanding the semantic relationship between vision and language, and serves as the basis for various visual and language tasks. Most previous works either simply learn coarse-grained…

计算机视觉与模式识别 · 计算机科学 2023-07-19 Chong Liu , Yuqi Zhang , Hongsong Wang , Weihua Chen , Fan Wang , Yan Huang , Yi-Dong Shen , Liang Wang

This paper presents the technical solution proposed by Huawei Translation Service Center (HW-TSC) for the "End-to-End Document Image Machine Translation for Complex Layouts" competition at the 19th International Conference on Document…

计算机视觉与模式识别 · 计算机科学 2025-04-25 Zhanglin Wu , Tengfei Song , Ning Xie , Weidong Zhang , Pengfei Li , Shuang Wu , Chong Li , Junhao Zhu , Hao Yang

Applying diffusion models to image-to-image translation (I2I) has recently received increasing attention due to its practical applications. Previous attempts inject information from the source image into each denoising step for an iterative…

计算机视觉与模式识别 · 计算机科学 2025-02-04 Mengfei Xia , Yu Zhou , Ran Yi , Yong-Jin Liu , Wenping Wang
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