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相关论文: BAN-Cap: A Multi-Purpose English-Bangla Image Desc…

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Multilingual image captioning has recently been tackled by training with large-scale machine translated data, which is an expensive, noisy, and time-consuming process. Without requiring any multilingual caption data, we propose LMCap, an…

计算与语言 · 计算机科学 2023-06-01 Rita Ramos , Bruno Martins , Desmond Elliott

Massive web-crawled image-text datasets lay the foundation for recent progress in multimodal learning. These datasets are designed with the goal of training a model to do well on standard computer vision benchmarks, many of which, however,…

计算机视觉与模式识别 · 计算机科学 2025-09-16 Thao Nguyen , Matthew Wallingford , Sebastin Santy , Wei-Chiu Ma , Sewoong Oh , Ludwig Schmidt , Pang Wei Koh , Ranjay Krishna

Image Captioning is an arduous task of producing syntactically and semantically correct textual descriptions of an image in natural language with context related to the image. Existing notable pieces of research in Bengali Image Captioning…

计算机视觉与模式识别 · 计算机科学 2021-02-16 Mohammad Faiyaz Khan , S. M. Sadiq-Ur-Rahman Shifath , Md. Saiful Islam

We introduce the Multi30K dataset to stimulate multilingual multimodal research. Recent advances in image description have been demonstrated on English-language datasets almost exclusively, but image description should not be limited to…

计算与语言 · 计算机科学 2016-05-03 Desmond Elliott , Stella Frank , Khalil Sima'an , Lucia Specia

The analysis of consumer sentiment, as expressed through reviews, can provide a wealth of insight regarding the quality of a product. While the study of sentiment analysis has been widely explored in many popular languages, relatively less…

计算与语言 · 计算机科学 2023-06-09 Mohsinul Kabir , Obayed Bin Mahfuz , Syed Rifat Raiyan , Hasan Mahmud , Md Kamrul Hasan

Image captioning is a challenging task at the intersection of computer vision and natural language processing, requiring models to generate meaningful textual descriptions of images. Traditional approaches rely on recurrent neural networks…

计算机视觉与模式识别 · 计算机科学 2025-02-27 Hemanth Teja Yanambakkam , Rahul Chinthala

Automatically generating a human-like description for a given image is a potential research in artificial intelligence, which has attracted a great of attention recently. Most of the existing attention methods explore the mapping…

计算机视觉与模式识别 · 计算机科学 2020-11-03 Feicheng Huang , Zhixin Li , Haiyang Wei , Canlong Zhang , Huifang Ma

Deep learning models have proven to be highly effective in computer vision, with deep convolutional neural networks achieving impressive results across various computer vision tasks. However, these models rely heavily on large datasets to…

计算机视觉与模式识别 · 计算机科学 2026-03-04 Rafi Hassan Chowdhury , Naimul Haque , Kaniz Fatiha

Generating fine-grained, realistic images from text has many applications in the visual and semantic realm. Considering that, we propose Bangla Attentional Generative Adversarial Network (AttnGAN) that allows intensified, multi-stage…

计算机视觉与模式识别 · 计算机科学 2021-09-27 Md Aminul Haque Palash , Md Abdullah Al Nasim , Aditi Dhali , Faria Afrin

Image captioning has so far been explored mostly in English, as most available datasets are in this language. However, the application of image captioning should not be restricted by language. Only few studies have been conducted for image…

计算与语言 · 计算机科学 2017-08-16 Weiyu Lan , Xirong Li , Jianfeng Dong

This study presents a large multi-modal Bangla YouTube clickbait dataset consisting of 253,070 data points collected through an automated process using the YouTube API and Python web automation frameworks. The dataset contains 18 diverse…

机器学习 · 计算机科学 2023-10-19 Abdullah Al Imran , Md Sakib Hossain Shovon , M. F. Mridha

While there have been significant gains in the field of automated video description, the generalization performance of automated description models to novel domains remains a major barrier to using these systems in the real world. Most…

计算机视觉与模式识别 · 计算机科学 2023-01-16 David M. Chan , Austin Myers , Sudheendra Vijayanarasimhan , David A. Ross , Bryan Seybold , John F. Canny

Image captioning is the generation of natural language descriptions of images which have increased immense popularity in the recent past. With this different deep-learning techniques are devised for the development of factual and stylized…

计算机视觉与模式识别 · 计算机科学 2024-12-17 Dhruv Sharma , Chhavi Dhiman , Dinesh Kumar

This paper introduces \textit{Bangla Key2Text}, a large-scale dataset of $2.6$ million Bangla keyword--text pairs designed for keyword-driven text generation in a low-resource language. The dataset is constructed using a BERT-based keyword…

计算与语言 · 计算机科学 2026-04-22 Tonmoy Talukder , G M Shahariar

Describing images with text is a fundamental problem in vision-language research. Current studies in this domain mostly focus on single image captioning. However, in various real applications (e.g., image editing, difference interpretation,…

计算与语言 · 计算机科学 2019-06-20 Hao Tan , Franck Dernoncourt , Zhe Lin , Trung Bui , Mohit Bansal

Image captioning has become an important task in computer vision, enabling models to generate natural language descriptions of visual content. While several datasets exist for natural images and high-resolution optical remote sensing…

计算机视觉与模式识别 · 计算机科学 2026-05-06 Lucrezia Tosato , Gianluca Lombardi , Ronny Hansch

Image captioning using Encoder-Decoder based approach where CNN is used as the Encoder and sequence generator like RNN as Decoder has proven to be very effective. However, this method has a drawback that is sequence needs to be processed in…

计算机视觉与模式识别 · 计算机科学 2021-09-14 Faisal Muhammad Shah , Mayeesha Humaira , Md Abidur Rahman Khan Jim , Amit Saha Ami , Shimul Paul

People commonly communicate in English, Arabic, and Bengali spoken languages through various mediums. However, deaf and hard-of-hearing individuals primarily use body language and sign language to express their needs and achieve…

计算机视觉与模式识别 · 计算机科学 2024-08-21 Md Hadiuzzaman , Mohammed Sowket Ali , Tamanna Sultana , Abdur Raj Shafi , Abu Saleh Musa Miah , Jungpil Shin

In scholarly documents, figures provide a straightforward way of communicating scientific findings to readers. Automating figure caption generation helps move model understandings of scientific documents beyond text and will help authors…

计算机视觉与模式识别 · 计算机科学 2023-06-07 Zhishen Yang , Raj Dabre , Hideki Tanaka , Naoaki Okazaki

Image captioning creates informative text from an input image by creating a relationship between the words and the actual content of an image. Recently, deep learning models that utilize transformers have been the most successful in…

计算机视觉与模式识别 · 计算机科学 2025-01-28 Israa Al Badarneh , Bassam Hammo , Omar Al-Kadi