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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

Automatic generation of caption to describe the content of an image has been gaining a lot of research interests recently, where most of the existing works treat the image caption as pure sequential data. Natural language, however possess a…

计算机视觉与模式识别 · 计算机科学 2017-11-16 Ying Hua Tan , Chee Seng Chan

State-of-the-art approaches for image captioning require supervised training data consisting of captions with paired image data. These methods are typically unable to use unsupervised data such as textual data with no corresponding images,…

计算机视觉与模式识别 · 计算机科学 2017-06-27 Wenhu Chen , Aurelien Lucchi , Thomas Hofmann

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

Image captioning systems have made substantial progress, largely due to the availability of curated datasets like Microsoft COCO or Vizwiz that have accurate descriptions of their corresponding images. Unfortunately, scarce availability of…

计算机视觉与模式识别 · 计算机科学 2020-12-23 Pierre Dognin , Igor Melnyk , Youssef Mroueh , Inkit Padhi , Mattia Rigotti , Jarret Ross , Yair Schiff

In grammatical error correction (GEC), automatic evaluation is an important factor for research and development of GEC systems. Previous studies on automatic evaluation have demonstrated that quality estimation models built from datasets…

To develop high-performing Visual Language Models (VLMs), it is essential to prepare multimodal resources, such as image-text pairs, interleaved data, and instruction data. While multimodal resources for English are abundant, there is a…

计算与语言 · 计算机科学 2024-10-31 Keito Sasagawa , Koki Maeda , Issa Sugiura , Shuhei Kurita , Naoaki Okazaki , Daisuke Kawahara

Inspired by recent development of artificial satellite, remote sensing images have attracted extensive attention. Recently, noticeable progress has been made in scene classification and target detection.However, it is still not clear how to…

计算机视觉与模式识别 · 计算机科学 2018-05-09 Xiaoqiang Lu , Binqiang Wang , Xiangtao Zheng , Xuelong Li

Image captioning is a challenging task and attracting more and more attention in the field of Artificial Intelligence, and which can be applied to efficient image retrieval, intelligent blind guidance and human-computer interaction, etc. In…

计算机视觉与模式识别 · 计算机科学 2019-05-21 Yiyu Wang , Jungang Xu , Yingfei Sun , Ben He

Current deep learning models often achieve excellent results on benchmark image-to-text datasets but fail to generate texts that are useful in practice. We argue that to close this gap, it is vital to distinguish descriptions from captions…

计算与语言 · 计算机科学 2022-10-31 Elisa Kreiss , Fei Fang , Noah D. Goodman , Christopher Potts

In order to bring artificial agents into our lives, we will need to go beyond supervised learning on closed datasets to having the ability to continuously expand knowledge. Inspired by a student learning in a classroom, we present an agent…

计算机视觉与模式识别 · 计算机科学 2019-03-22 Kevin Shen , Amlan Kar , Sanja Fidler

Image captioning is conventionally formulated as the task of generating captions for images that match the distribution of reference image-caption pairs. However, reference captions in standard captioning datasets are short and may not…

计算机视觉与模式识别 · 计算机科学 2023-08-01 Simon Kornblith , Lala Li , Zirui Wang , Thao Nguyen

Image captioning is a multimodal task involving computer vision and natural language processing, where the goal is to learn a mapping from the image to its natural language description. In general, the mapping function is learned from a…

计算机视觉与模式识别 · 计算机科学 2018-07-19 Jiuxiang Gu , Shafiq Joty , Jianfei Cai , Gang Wang

We propose a method named Super Characters for sentiment classification. This method converts the sentiment classification problem into image classification problem by projecting texts into images and then applying CNN models for…

计算与语言 · 计算机科学 2018-10-18 Baohua Sun , Lin Yang , Patrick Dong , Wenhan Zhang , Jason Dong , Charles Young

Research in massively multilingual image captioning has been severely hampered by a lack of high-quality evaluation datasets. In this paper we present the Crossmodal-3600 dataset (XM3600 in short), a geographically diverse set of 3600…

计算机视觉与模式识别 · 计算机科学 2022-10-11 Ashish V. Thapliyal , Jordi Pont-Tuset , Xi Chen , Radu Soricut

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

Recent progress on image captioning has made it possible to generate novel sentences describing images in natural language, but compressing an image into a single sentence can describe visual content in only coarse detail. While one new…

计算机视觉与模式识别 · 计算机科学 2017-04-11 Jonathan Krause , Justin Johnson , Ranjay Krishna , Li Fei-Fei

Image captioning, a.k.a. "image-to-text," which generates descriptive text from given images, has been rapidly developing throughout the era of deep learning. To what extent is the information in the original image preserved in the…

计算机视觉与模式识别 · 计算机科学 2023-05-12 Honori Udo , Takafumi Koshinaka

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

Automatic image caption generation aims to produce an accurate description of an image in natural language automatically. However, Bangla, the fifth most widely spoken language in the world, is lagging considerably in the research and…

计算与语言 · 计算机科学 2018-09-10 Motiur Rahman , Nabeel Mohammed , Nafees Mansoor , Sifat Momen