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Understanding signboard text in natural scenes is essential for real-world applications of Visual Question Answering (VQA), yet remains underexplored, particularly in low-resource languages. We introduce ViSignVQA, the first large-scale…

计算机视觉与模式识别 · 计算机科学 2025-12-30 Hieu Minh Nguyen , Tam Le-Thanh Dang , Kiet Van Nguyen

Curation methods for massive vision-language datasets trade off between dataset size and quality. However, even the highest quality of available curated captions are far too short to capture the rich visual detail in an image. To show the…

计算机视觉与模式识别 · 计算机科学 2024-06-18 Jack Urbanek , Florian Bordes , Pietro Astolfi , Mary Williamson , Vasu Sharma , Adriana Romero-Soriano

Massive web datasets play a key role in the success of large vision-language models like CLIP and Flamingo. However, the raw web data is noisy, and existing filtering methods to reduce noise often come at the expense of data diversity. Our…

机器学习 · 计算机科学 2023-10-27 Thao Nguyen , Samir Yitzhak Gadre , Gabriel Ilharco , Sewoong Oh , Ludwig Schmidt

Diverse image captioning models aim to learn one-to-many mappings that are innate to cross-domain datasets, such as of images and texts. Current methods for this task are based on generative latent variable models, e.g. VAEs with structured…

计算机视觉与模式识别 · 计算机科学 2020-11-03 Shweta Mahajan , Stefan Roth

Connecting Vision and Language plays an essential role in Generative Intelligence. For this reason, large research efforts have been devoted to image captioning, i.e. describing images with syntactically and semantically meaningful…

计算机视觉与模式识别 · 计算机科学 2021-12-02 Matteo Stefanini , Marcella Cornia , Lorenzo Baraldi , Silvia Cascianelli , Giuseppe Fiameni , Rita Cucchiara

In recent years, automatic video caption generation has attracted considerable attention. This paper focuses on the generation of Japanese captions for describing human actions. While most currently available video caption datasets have…

计算与语言 · 计算机科学 2020-03-11 Yutaro Shigeto , Yuya Yoshikawa , Jiaqing Lin , Akikazu Takeuchi

Controllable Image Captioning (CIC) aims at generating natural language descriptions for an image, conditioned on information provided by end users, e.g., regions, entities or events of interest. However, available image-language datasets…

计算机视觉与模式识别 · 计算机科学 2024-07-18 Kalliopi Basioti , Mohamed A. Abdelsalam , Federico Fancellu , Vladimir Pavlovic , Afsaneh Fazly

In this work, we present Auto-captions on GIF, which is a new large-scale pre-training dataset for generic video understanding. All video-sentence pairs are created by automatically extracting and filtering video caption annotations from…

计算机视觉与模式识别 · 计算机科学 2020-07-07 Yingwei Pan , Yehao Li , Jianjie Luo , Jun Xu , Ting Yao , Tao Mei

Automatic image captioning is a promising technique for conveying visual information using natural language. It can benefit various tasks in satellite remote sensing, such as environmental monitoring, resource management, disaster…

计算机视觉与模式识别 · 计算机科学 2023-10-18 Yingxu He , Qiqi Sun

Human affect recognition has been a significant topic in psychophysics and computer vision. However, the currently published datasets have many limitations. For example, most datasets contain frames that contain only information about…

计算机视觉与模式识别 · 计算机科学 2023-09-18 Zhihang Ren , Jefferson Ortega , Yifan Wang , Zhimin Chen , Yunhui Guo , Stella X. Yu , David Whitney

Automatic image captioning evaluation is critical for benchmarking and promoting advances in image captioning research. Existing metrics only provide a single score to measure caption qualities, which are less explainable and informative.…

计算机视觉与模式识别 · 计算机科学 2023-05-11 Anwen Hu , Shizhe Chen , Liang Zhang , Qin Jin

Despite the success of various text generation metrics such as BERTScore, it is still difficult to evaluate the image captions without enough reference captions due to the diversity of the descriptions. In this paper, we introduce a new…

计算与语言 · 计算机科学 2021-06-29 Hwanhee Lee , Seunghyun Yoon , Franck Dernoncourt , Trung Bui , Kyomin Jung

Emotion recognition or emotion prediction is a higher approach or a special case of sentiment analysis. In this task, the result is not produced in terms of either polarity: positive or negative or in the form of rating (from 1 to 5) but of…

Image captioning is an important problem in developing various AI systems, and these tasks require large volumes of annotated images to train the models. Since all existing labelled datasets are already used for training the large Vision…

机器学习 · 计算机科学 2025-07-14 Parag Dutta , Ambedkar Dukkipati

This paper presents OxfordTVG-HIC (Humorous Image Captions), a large-scale dataset for humour generation and understanding. Humour is an abstract, subjective, and context-dependent cognitive construct involving several cognitive factors,…

计算机视觉与模式识别 · 计算机科学 2023-07-24 Runjia Li , Shuyang Sun , Mohamed Elhoseiny , Philip Torr

Image captioning is a challenging computer vision task, which aims to generate a natural language description of an image. Most recent researches follow the encoder-decoder framework which depends heavily on the previous generated words for…

计算机视觉与模式识别 · 计算机科学 2021-01-05 Zeliang Song , Xiaofei Zhou , Zhendong Mao , Jianlong Tan

Vietnam is such an attractive tourist destination with its stunning and pristine landscapes and its top-rated unique food and drink. Among thousands of Vietnamese dishes, foreigners and native people are interested in easy-to-eat tastes and…

计算机视觉与模式识别 · 计算机科学 2021-08-09 Thuan Trong Nguyen , Thuan Q. Nguyen , Dung Vo , Vi Nguyen , Ngoc Ho , Nguyen D. Vo , Kiet Van Nguyen , Khang Nguyen

There has been an explosion of work in the vision & language community during the past few years from image captioning to video transcription, and answering questions about images. These tasks have focused on literal descriptions of the…

计算与语言 · 计算机科学 2016-06-10 Nasrin Mostafazadeh , Ishan Misra , Jacob Devlin , Margaret Mitchell , Xiaodong He , Lucy Vanderwende

We examine the possibility that recent promising results in automatic caption generation are due primarily to language models. By varying image representation quality produced by a convolutional neural network, we find that a…

计算与语言 · 计算机科学 2015-08-11 Jack Hessel , Nicolas Savva , Michael J. Wilber

Web-scale training on paired text-image data is becoming increasingly central to multimodal learning, but is challenged by the highly noisy nature of datasets in the wild. Standard data filtering approaches succeed in removing mismatched…

机器学习 · 计算机科学 2025-08-13 Moran Yanuka , Morris Alper , Hadar Averbuch-Elor , Raja Giryes