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This paper presents ViSP, a high-quality Vietnamese dataset for sentence paraphrasing, consisting of 1.2M original-paraphrase pairs collected from various domains. The dataset was constructed using a hybrid approach that combines automatic…

计算与语言 · 计算机科学 2025-02-12 Sang Quang Nguyen , Kiet Van Nguyen

Machine translation for Vietnamese-English in the medical domain is still an under-explored research area. In this paper, we introduce MedEV -- a high-quality Vietnamese-English parallel dataset constructed specifically for the medical…

计算与语言 · 计算机科学 2024-03-29 Nhu Vo , Dat Quoc Nguyen , Dung D. Le , Massimo Piccardi , Wray Buntine

Visual question answering (VQA) and image captioning require a shared body of general knowledge connecting language and vision. We present a novel approach to improve VQA performance that exploits this connection by jointly generating…

计算机视觉与模式识别 · 计算机科学 2020-01-07 Jialin Wu , Zeyuan Hu , Raymond J. Mooney

Current vision-language generative models rely on expansive corpora of paired image-text data to attain optimal performance and generalization capabilities. However, automatically collecting such data (e.g. via large-scale web scraping)…

计算机视觉与模式识别 · 计算机科学 2023-10-06 Tianhong Li , Sangnie Bhardwaj , Yonglong Tian , Han Zhang , Jarred Barber , Dina Katabi , Guillaume Lajoie , Huiwen Chang , Dilip Krishnan

We introduce a new large-scale dataset that links the assessment of image quality issues to two practical vision tasks: image captioning and visual question answering. First, we identify for 39,181 images taken by people who are blind…

计算机视觉与模式识别 · 计算机科学 2020-03-31 Tai-Yin Chiu , Yinan Zhao , Danna Gurari

Data visualization captions help readers understand the purpose of a visualization and are crucial for individuals with visual impairments. The prevalence of poor figure captions and the successful application of deep learning approaches to…

计算机视觉与模式识别 · 计算机科学 2022-07-18 Anita Mahinpei , Zona Kostic , Chris Tanner

With the growing capabilities of modern object detection networks and datasets to train them, it has gotten more straightforward and, importantly, less laborious to get up and running with a model that is quite adept at detecting any number…

机器学习 · 计算机科学 2023-12-19 Grant Rosario , David Noever

This paper presents an augmentation of MSCOCO dataset where speech is added to image and text. Speech captions are generated using text-to-speech (TTS) synthesis resulting in 616,767 spoken captions (more than 600h) paired with images.…

计算与语言 · 计算机科学 2020-11-24 William Havard , Laurent Besacier , Olivier Rosec

The increasing tendency to collect large and uncurated datasets to train vision-and-language models has raised concerns about fair representations. It is known that even small but manually annotated datasets, such as MSCOCO, are affected by…

计算机视觉与模式识别 · 计算机科学 2023-04-07 Noa Garcia , Yusuke Hirota , Yankun Wu , Yuta Nakashima

This paper presents ViTOC (Vision Transformer and Object-aware Captioner), a novel vision-language model for image captioning that addresses the challenges of accuracy and diversity in generated descriptions. Unlike conventional approaches,…

计算机视觉与模式识别 · 计算机科学 2025-04-18 Feiyang Huang

Neural Image Captioning (NIC) or neural caption generation has attracted a lot of attention over the last few years. Describing an image with a natural language has been an emerging challenge in both fields of computer vision and language…

计算与语言 · 计算机科学 2018-10-16 Jean-Benoit Delbrouck , Stéphane Dupont

Image-text retrieval has become a fundamental component in intelligent multimedia systems; however, most existing vision-language models are optimized for highresource languages and remain suboptimal for low-resource settings such as…

计算机视觉与模式识别 · 计算机科学 2026-02-27 Quoc-Khang Tran , Minh-Thien Nguyen , Nguyen-Khang Pham

Video Captioning (VC) is a challenging multi-modal task since it requires describing the scene in language by understanding various and complex videos. For machines, the traditional VC follows the…

计算机视觉与模式识别 · 计算机科学 2024-01-11 Jianqiao Sun , Yudi Su , Hao Zhang , Ziheng Cheng , Zequn Zeng , Zhengjue Wang , Bo Chen , Xin Yuan

Image captioning is a task in the field of Artificial Intelligence that merges between computer vision and natural language processing. It is responsible for generating legends that describe images, and has various applications like…

计算机视觉与模式识别 · 计算机科学 2021-07-29 Ahmed Elhagry , Karima Kadaoui

We introduce Visual Caption Restoration (VCR), a novel vision-language task that challenges models to accurately restore partially obscured texts using pixel-level hints within images. This task stems from the observation that text embedded…

计算机视觉与模式识别 · 计算机科学 2025-04-21 Tianyu Zhang , Suyuchen Wang , Lu Li , Ge Zhang , Perouz Taslakian , Sai Rajeswar , Jie Fu , Bang Liu , Yoshua Bengio

Large vision-language models revolutionized image classification and semantic segmentation paradigms. However, they typically assume a pre-defined set of categories, or vocabulary, at test time for composing textual prompts. This assumption…

计算机视觉与模式识别 · 计算机科学 2024-04-18 Alessandro Conti , Enrico Fini , Massimiliano Mancini , Paolo Rota , Yiming Wang , Elisa Ricci

Deep image relighting is gaining more interest lately, as it allows photo enhancement through illumination-specific retouching without human effort. Aside from aesthetic enhancement and photo montage, image relighting is valuable for domain…

计算机视觉与模式识别 · 计算机科学 2020-05-14 Majed El Helou , Ruofan Zhou , Johan Barthas , Sabine Süsstrunk

Visual Question Answering (VQA) is a recent problem in computer vision and natural language processing that has garnered a large amount of interest from the deep learning, computer vision, and natural language processing communities. In…

计算机视觉与模式识别 · 计算机科学 2017-06-16 Kushal Kafle , Christopher Kanan

This study explores the ability of Image Captioning (IC) models to decode masked visual content sourced from diverse datasets. Our findings reveal the IC model's capability to generate captions from masked images, closely resembling the…

计算机视觉与模式识别 · 计算机科学 2024-03-26 Zhicheng Du , Zhaotian Xie , Huazhang Ying , Likun Zhang , Peiwu Qin

Image captioning is a fundamental task in vision-language understanding, where the model predicts a textual informative caption to a given input image. In this paper, we present a simple approach to address this task. We use CLIP encoding…

计算机视觉与模式识别 · 计算机科学 2021-11-19 Ron Mokady , Amir Hertz , Amit H. Bermano