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With the rapid growth of video data and the increasing demands of various applications such as intelligent video search and assistance toward visually-impaired people, video captioning task has received a lot of attention recently in…

计算机视觉与模式识别 · 计算机科学 2019-07-31 Xiangxi Shi , Jianfei Cai , Shafiq Joty , Jiuxiang Gu

Learning new programming skills requires tailored guidance. With the emergence of advanced Natural Language Generation models like the ChatGPT API, there is now a possibility of creating a convenient and personalized tutoring system with AI…

人机交互 · 计算机科学 2023-06-16 Eason Chen , Ray Huang , Han-Shin Chen , Yuen-Hsien Tseng , Liang-Yi Li

Zero-shot video captioning aims to generate sentences for describing videos without training the model on video-text pairs, which remains underexplored. Existing zero-shot image captioning methods typically adopt a text-only training…

计算机视觉与模式识别 · 计算机科学 2025-08-05 Zeyu Pan , Ping Li , Wenxiao Wang

Video description is the automatic generation of natural language sentences that describe the contents of a given video. It has applications in human-robot interaction, helping the visually impaired and video subtitling. The past few years…

计算机视觉与模式识别 · 计算机科学 2020-03-04 Nayyer Aafaq , Ajmal Mian , Wei Liu , Syed Zulqarnain Gilani , Mubarak Shah

Automatically describing video content with text description is challenging but important task, which has been attracting a lot of attention in computer vision community. Previous works mainly strive for the accuracy of the generated…

计算机视觉与模式识别 · 计算机科学 2021-06-16 Huanhou Xiao , Jinglun Shi

Automatically generating a natural language sentence to describe the content of an input video is a very challenging problem. It is an essential multimodal task in which auditory and visual contents are equally important. Although audio…

计算机视觉与模式识别 · 计算机科学 2018-12-10 Yapeng Tian , Chenxiao Guan , Justin Goodman , Marc Moore , Chenliang Xu

The primary aim of this project is to build a contextual Question-Answering model for videos. The current methodologies provide a robust model for image based Question-Answering, but we are aim to generalize this approach to be videos. We…

计算与语言 · 计算机科学 2018-04-23 Akash Ganesan , Divyansh Pal , Karthik Muthuraman , Shubham Dash

While there is overall agreement that future technology for organizing, browsing and searching videos hinges on the development of methods for high-level semantic understanding of video, so far no consensus has been reached on the best way…

计算机视觉与模式识别 · 计算机科学 2017-06-20 Du Tran , Maksim Bolonkin , Manohar Paluri , Lorenzo Torresani

Real-world videos often have complex dynamics; and methods for generating open-domain video descriptions should be sensitive to temporal structure and allow both input (sequence of frames) and output (sequence of words) of variable length.…

计算机视觉与模式识别 · 计算机科学 2015-10-20 Subhashini Venugopalan , Marcus Rohrbach , Jeff Donahue , Raymond Mooney , Trevor Darrell , Kate Saenko

Automatically describing a video with natural language is regarded as a fundamental challenge in computer vision. The problem nevertheless is not trivial especially when a video contains multiple events to be worthy of mention, which often…

计算机视觉与模式识别 · 计算机科学 2018-04-24 Yehao Li , Ting Yao , Yingwei Pan , Hongyang Chao , Tao Mei

Video-text retrieval has been stuck in the information mismatch caused by personalized and inadequate textual descriptions of videos. The substantial information gap between the two modalities hinders an effective cross-modal representation…

计算机视觉与模式识别 · 计算机科学 2025-04-09 Baoyao Yang , Junxiang Chen , Wanyun Li , Wenbin Yao , Yang Zhou

Observing a set of images and their corresponding paragraph-captions, a challenging task is to learn how to produce a semantically coherent paragraph to describe the visual content of an image. Inspired by recent successes in integrating…

计算机视觉与模式识别 · 计算机科学 2022-07-27 Dandan Guo , Ruiying Lu , Bo Chen , Zequn Zeng , Mingyuan Zhou

The large-scale visual-language pre-trained model, Contrastive Language-Image Pre-training (CLIP), has significantly improved image captioning for scenarios without human-annotated image-caption pairs. Recent advanced CLIP-based image…

计算机视觉与模式识别 · 计算机科学 2023-08-24 Jiarui Yu , Haoran Li , Yanbin Hao , Bin Zhu , Tong Xu , Xiangnan He

Video detailed captioning aims to generate comprehensive video descriptions to facilitate video understanding. Recently, most efforts in the video detailed captioning community have been made towards a local-to-global paradigm, which first…

计算机视觉与模式识别 · 计算机科学 2025-09-16 Wan Xu , Feng Zhu , Yihan Zeng , Yuanfan Guo , Ming Liu , Hang Xu , Wangmeng Zuo

In this paper, we investigate the task of general conversational image retrieval on open-domain images. The objective is to search for images based on interactive conversations between humans and computers. To advance this task, we curate a…

计算机视觉与模式识别 · 计算机科学 2026-05-11 Zijia Zhao , Longteng Guo , Tongtian Yue , Erdong Hu , Shuai Shao , Zehuan Yuan , Hua Huang , Jing Liu

Videos are more informative than images because they capture the dynamics of the scene. By representing motion in videos, we can capture dynamic activities. In this work, we introduce GPT-4 generated motion descriptions that capture…

计算机视觉与模式识别 · 计算机科学 2024-06-10 Chinmaya Devaraj , Cornelia Fermuller , Yiannis Aloimonos

Video paragraph captioning is the task of automatically generating a coherent paragraph description of the actions in a video. Previous linguistic studies have demonstrated that coherence of a natural language text is reflected by its…

计算机视觉与模式识别 · 计算机科学 2022-01-19 Arjun R Akula , Song-Chun Zhu

In this paper, we leverage the human perceiving process, that involves vision and language interaction, to generate a coherent paragraph description of untrimmed videos. We propose vision-language (VL) features consisting of two modalities,…

计算机视觉与模式识别 · 计算机科学 2022-08-09 Kashu Yamazaki , Sang Truong , Khoa Vo , Michael Kidd , Chase Rainwater , Khoa Luu , Ngan Le

Videos convey rich information. Dynamic spatio-temporal relationships between people/objects, and diverse multimodal events are present in a video clip. Hence, it is important to develop automated models that can accurately extract such…

计算与语言 · 计算机科学 2020-05-14 Hyounghun Kim , Zineng Tang , Mohit Bansal

Image captioning is the process of automatically generating a description of an image in natural language. Image captioning is one of the significant challenges in image understanding since it requires not only recognizing salient objects…

计算机视觉与模式识别 · 计算机科学 2022-07-26 Ghadah Alabduljabbar , Hafida Benhidour , Said Kerrache