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More than 7,000 known languages are spoken around the world. However, due to the lack of annotated resources, only a small fraction of them are currently covered by speech technologies. Albeit self-supervised speech representations, recent…

Computer Vision and Pattern Recognition · Computer Science 2024-02-21 José-M. Acosta-Triana , David Gimeno-Gómez , Carlos-D. Martínez-Hinarejos

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…

Human-Computer Interaction · Computer Science 2023-07-31 Zheng Zhang , Zheng Ning , Chenliang Xu , Yapeng Tian , Toby Jia-Jun Li

This paper aims to reduce the time to annotate images for panoptic segmentation, which requires annotating segmentation masks and class labels for all object instances and stuff regions. We formulate our approach as a collaborative process…

Computer Vision and Pattern Recognition · Computer Science 2020-12-16 Jasper R. R. Uijlings , Mykhaylo Andriluka , Vittorio Ferrari

While low resource speech recognition has attracted a lot of attention from the speech community, there are a few tools available to facilitate low resource speech collection. In this work, we present SANTLR: Speech Annotation Toolkit for…

Computation and Language · Computer Science 2019-08-06 Xinjian Li , Zhong Zhou , Siddharth Dalmia , Alan W. Black , Florian Metze

Large collections of geo-referenced panoramic images are freely available for cities across the globe, as well as detailed maps with location and meta-data on a great variety of urban objects. They provide a potentially rich source of…

Computer Vision and Pattern Recognition · Computer Science 2022-09-01 Inske Groenen , Stevan Rudinac , Marcel Worring

Recent advances of 3D acquisition devices have enabled large-scale acquisition of 3D scene data. Such data, if completely and well annotated, can serve as useful ingredients for a wide spectrum of computer vision and graphics works such as…

Computer Vision and Pattern Recognition · Computer Science 2016-10-20 Duc Thanh Nguyen , Binh-Son Hua , Lap-Fai Yu , Sai-Kit Yeung

In this work, we present a web-based annotation and querying tool Sangrahaka. It annotates entities and relationships from text corpora and constructs a knowledge graph (KG). The KG is queried using templatized natural language queries. The…

Software Engineering · Computer Science 2023-10-13 Hrishikesh Terdalkar , Arnab Bhattacharya

Annotation is an effective reading strategy people often undertake while interacting with digital text. It involves highlighting pieces of text and making notes about them. Annotating while reading in a desktop environment is considered…

Human-Computer Interaction · Computer Science 2021-09-15 Anam Ahmad Khan , Joshua Newn , Ryan Kelly , Namrata Srivastava , James Bailey , Eduardo Velloso

Data annotation in autonomous vehicles is a critical step in the development of Deep Neural Network (DNN) based models or the performance evaluation of the perception system. This often takes the form of adding 3D bounding boxes on…

Computer Vision and Pattern Recognition · Computer Science 2024-03-28 Ajinkya Khoche , Aron Asefaw , Alejandro Gonzalez , Bogdan Timus , Sina Sharif Mansouri , Patric Jensfelt

In Embodied Question Answering (EQA), agents must explore and develop a semantic understanding of an unseen environment to answer a situated question with confidence. This problem remains challenging in robotics, due to the difficulties in…

Video recordings of child-caregiver interactions enable investigation of attentional dynamics during naturalistic behavior. Such multimodal recording also allows researchers to examine how attention interacts with action and language use in…

Computer Vision and Pattern Recognition · Computer Science 2026-05-25 Iba Baig , Kevin Li , Yanbin Xu , Seiji Cattelain , Marie Hallo , Hayato Ono , Sho Tsuji , Ming Bo Cai

Spatial computing experiences are constrained by the real-world surroundings of the user. In such experiences, augmenting virtual objects to existing scenes require a contextual approach, where geometrical conflicts are avoided, and…

Graphics · Computer Science 2020-10-01 Mohammad Keshavarzi , Aakash Parikh , Xiyu Zhai , Melody Mao , Luisa Caldas , Allen Y. Yang

In this paper, we introduce a simple and standalone manual annotation tool for images, audio and video: the VGG Image Annotator (VIA). This is a light weight, standalone and offline software package that does not require any installation or…

Computer Vision and Pattern Recognition · Computer Science 2019-08-12 Abhishek Dutta , Andrew Zisserman

We develop a language-guided navigation task set in a continuous 3D environment where agents must execute low-level actions to follow natural language navigation directions. By being situated in continuous environments, this setting lifts a…

Computer Vision and Pattern Recognition · Computer Science 2020-05-05 Jacob Krantz , Erik Wijmans , Arjun Majumdar , Dhruv Batra , Stefan Lee

With the rapid adoption of multimodal large language models (MLLMs) across diverse applications, there is a pressing need for task-centered, high-quality training data. A key limitation of current training datasets is their reliance on…

Computer Vision and Pattern Recognition · Computer Science 2025-11-18 Xiaoyu Lin , Aniket Ghorpade , Hansheng Zhu , Justin Qiu , Dea Rrozhani , Monica Lama , Mick Yang , Zixuan Bian , Ruohan Ren , Alan B. Hong , Jiatao Gu , Chris Callison-Burch

We introduce EyeTheia, a lightweight and open deep learning pipeline for webcam-based gaze estimation, designed for browser-based experimental platforms and real-world cognitive and clinical research. EyeTheia enables real-time gaze…

Computer Vision and Pattern Recognition · Computer Science 2026-01-13 Stevenson Pather , Niels Martignène , Arnaud Bugnet , Fouad Boutaleb , Fabien D'Hondt , Deise Santana Maia

In the realm of object pose estimation, scenarios involving both dynamic objects and moving cameras are prevalent. However, the scarcity of corresponding real-world datasets significantly hinders the development and evaluation of robust…

Computer Vision and Pattern Recognition · Computer Science 2025-07-08 Xiangting Meng , Jiaqi Yang , Mingshu Chen , Chenxin Yan , Yujiao Shi , Wenchao Ding , Laurent Kneip

The Annotation Graph Toolkit is a collection of software supporting the development of annotation tools based on the annotation graph model. The toolkit includes application programming interfaces for manipulating annotation graph data and…

Computation and Language · Computer Science 2007-05-23 Kazuaki Maeda , Steven Bird , Xiaoyi Ma , Haejoong Lee

Many annotation tools have been developed, covering a wide variety of tasks and providing features like user management, pre-processing, and automatic labeling. However, all of these tools use Graphical User Interfaces, and often require…

Computation and Language · Computer Science 2020-06-05 Jonathan K. Kummerfeld

The labelling of speech corpora is a laborious and time-consuming process. The ProsoBeast Annotation Tool seeks to ease and accelerate this process by providing an interactive 2D representation of the prosodic landscape of the data, in…

Audio and Speech Processing · Electrical Eng. & Systems 2021-06-16 Branislav Gerazov , Michael Wagner
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