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The annotation of image and video data of large datasets is a fundamental task in multimedia information retrieval and computer vision applications. In order to support the users during the image and video annotation process, several…

计算机视觉与模式识别 · 计算机科学 2015-02-19 Gianluigi Ciocca , Paolo Napoletano , Raimondo Schettini

High-quality and consistent annotations are fundamental to the successful development of robust machine learning models. Traditional data annotation methods are resource-intensive and inefficient, often leading to a reliance on third-party…

计算机视觉与模式识别 · 计算机科学 2024-02-12 Amir Ziai , Aneesh Vartakavi

Audio-visual learning seeks to enhance the computer's multi-modal perception leveraging the correlation between the auditory and visual modalities. Despite their many useful downstream tasks, such as video retrieval, AR/VR, and…

人机交互 · 计算机科学 2023-07-31 Zheng Zhang , Zheng Ning , Chenliang Xu , Yapeng Tian , Toby Jia-Jun Li

Image annotation and large annotated datasets are crucial parts within the Computer Vision and Artificial Intelligence fields.At the same time, it is well-known and acknowledged by the research community that the image annotation process is…

计算机视觉与模式识别 · 计算机科学 2021-08-27 Tuomo Lahtinen , Hannu Turtiainen , Andrei Costin

Annotations in Visual Analytics (VA) have become a common means to support the analysis by integrating additional information into the VA system. That additional information often depends on the current process step in the visual analysis.…

人机交互 · 计算机科学 2020-08-21 Christoph Schmidt , Paul Rosenthal , Heidrun Schumann

Video Annotation is a crucial process in computer science and social science alike. Many video annotation tools (VATs) offer a wide range of features for making annotation possible. We conducted an extensive survey of over 59 VATs and…

人机交互 · 计算机科学 2023-01-10 Snehesh Shrestha , William Sentosatio , Huiashu Peng , Cornelia Fermuller , Yiannis Aloimonos

This tech report gives an introduction to two annotation toolboxes that enable the creation of pixel and polygon-based masks as well as bounding boxes around objects of interest. Both toolboxes support the annotation of sequential images in…

计算机视觉与模式识别 · 计算机科学 2018-09-11 Chris H. Bahnsen , Andreas Møgelmose , Thomas B. Moeslund

Video editing serves as a fundamental pillar of digital media, spanning applications in entertainment, education, and professional communication. However, previous methods often overlook the necessity of comprehensively understanding both…

计算机视觉与模式识别 · 计算机科学 2025-03-28 Jing Gu , Yuwei Fang , Ivan Skorokhodov , Peter Wonka , Xinya Du , Sergey Tulyakov , Xin Eric Wang

We introduce a unified framework for generic video annotation with bounding boxes. Video annotation is a longstanding problem, as it is a tedious and time-consuming process. We tackle two important challenges of video annotation: (1)…

计算机视觉与模式识别 · 计算机科学 2020-12-24 A. Kuznetsova , A. Talati , Y. Luo , K. Simmons , V. Ferrari

Video Object Segmentation (VOS) is crucial for several applications, from video editing to video data generation. Training a VOS model requires an abundance of manually labeled training videos. The de-facto traditional way of annotating…

计算机视觉与模式识别 · 计算机科学 2023-11-14 Thanos Delatolas , Vicky Kalogeiton , Dim P. Papadopoulos

The range of video annotation software currently available is set within commercially specialized professions, distributed via outdated sources or through online video hosting services. As video content becomes an increasingly significant…

多媒体 · 计算机科学 2016-04-21 Matthew Martin , James Charlton , Andy M. Connor

The objective of this work is to localize sound sources that are visible in a video without using manual annotations. Our key technical contribution is to show that, by training the network to explicitly discriminate challenging image…

计算机视觉与模式识别 · 计算机科学 2021-04-07 Honglie Chen , Weidi Xie , Triantafyllos Afouras , Arsha Nagrani , Andrea Vedaldi , Andrew Zisserman

In this manuscript, we introduce a semi-automatic scene graph annotation tool for images, the GeneAnnotator. This software allows human annotators to describe the existing relationships between participators in the visual scene in the form…

计算机视觉与模式识别 · 计算机科学 2021-09-07 Zhixuan Zhang , Chi Zhang , Zhenning Niu , Le Wang , Yuehu Liu

In this paper, we introduce a collaborative and modern annotation tool for audio and speech: audino. The tool allows annotators to define and describe temporal segmentation in audios. These segments can be labelled and transcribed easily…

PanGEA, the Panoramic Graph Environment Annotation toolkit, is a lightweight toolkit for collecting speech and text annotations in photo-realistic 3D environments. PanGEA immerses annotators in a web-based simulation and allows them to move…

计算机视觉与模式识别 · 计算机科学 2021-03-24 Alexander Ku , Peter Anderson , Jordi Pont-Tuset , Jason Baldridge

Video moment retrieval aims at finding the start and end timestamps of a moment (part of a video) described by a given natural language query. Fully supervised methods need complete temporal boundary annotations to achieve promising…

计算机视觉与模式识别 · 计算机科学 2022-06-22 Ran Cui , Tianwen Qian , Pai Peng , Elena Daskalaki , Jingjing Chen , Xiaowei Guo , Huyang Sun , Yu-Gang Jiang

Argumentation Mining addresses the challenging tasks of identifying boundaries of argumentative text fragments and extracting their relationships. Fully automated solutions do not reach satisfactory accuracy due to their insufficient…

计算与语言 · 计算机科学 2019-08-08 Fabian Sperrle , Rita Sevastjanova , Rebecca Kehlbeck , Mennatallah El-Assady

The success of deep learning in computer vision has greatly increased the need for annotated image datasets. We propose an EEG (Electroencephalogram)-based image annotation system. While humans can recognize objects in 20-200 milliseconds,…

计算机视觉与模式识别 · 计算机科学 2017-11-08 Viral Parekh , Ramanathan Subramanian , Dipanjan Roy , C. V. Jawahar

We introduce Fluid Annotation, an intuitive human-machine collaboration interface for annotating the class label and outline of every object and background region in an image. Fluid annotation is based on three principles: (I) Strong…

计算机视觉与模式识别 · 计算机科学 2018-12-21 Mykhaylo Andriluka , Jasper R. R. Uijlings , Vittorio Ferrari

Recent advances in computing, communication, and data storage have led to an increasing number of large digital libraries publicly available on the Internet. Main problem of content-based video retrieval is inferring semantics from raw…

多媒体 · 计算机科学 2014-04-18 Hadi Restgou Haghi , Mohammadreza Kangavari , Behrang QasemiZadeh
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