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RGB-D data is essential for solving many problems in computer vision. Hundreds of public RGB-D datasets containing various scenes, such as indoor, outdoor, aerial, driving, and medical, have been proposed. These datasets are useful for…

Computer Vision and Pattern Recognition · Computer Science 2022-08-10 Alexandre Lopes , Roberto Souza , Helio Pedrini

The rapid advancement of generative AI has raised concerns about the authenticity of digital images, as highly realistic fake images can now be generated at low cost, potentially increasing societal risks. In response, several datasets have…

Computer Vision and Pattern Recognition · Computer Science 2026-02-12 Hanzhe Yu , Yun Ye , Jintao Rong , Qi Xuan , Chen Ma

Synthetic datasets are important for evaluating and testing machine learning models. When evaluating real-life recommender systems, high-dimensional categorical (and sparse) datasets are often considered. Unfortunately, there are not many…

Information Retrieval · Computer Science 2024-12-11 Miha Malenšek , Blaž Škrlj , Blaž Mramor , Jure Demšar

In an era where numerous studies claim to achieve almost photorealism with real-time automated environment capture, there is a need for assessments and reproducibility in this domain. This paper presents a transparent and reproducible user…

Human-Computer Interaction · Computer Science 2024-07-03 Sven Kluge , Oliver Staadt

Recent results of deep convolutional networks in visual recognition challenges open the path to a whole new set of disruptive user experiences such as visual search or recommendation. The list of companies offering this type of service is…

Computer Vision and Pattern Recognition · Computer Science 2019-09-20 Arnaud Bellétoile

Selection of occluded objects is a challenging problem in virtual reality, even more so if multiple objects are involved. With the advent of new artificial intelligence technologies, we explore the possibility of leveraging large language…

Human-Computer Interaction · Computer Science 2024-10-29 Junlong Chen , Jens Grubert , Per Ola Kristensson

We introduce Replica, a dataset of 18 highly photo-realistic 3D indoor scene reconstructions at room and building scale. Each scene consists of a dense mesh, high-resolution high-dynamic-range (HDR) textures, per-primitive semantic class…

We propose a novel framework for creating large-scale photorealistic datasets of indoor scenes, with ground truth geometry, material, lighting and semantics. Our goal is to make the dataset creation process widely accessible, transforming…

We present volkit, an open source library with high performance implementations of image manipulation and computer vision algorithms that focus on 3D volumetric representations. Volkit implements a cross-platform, performance-portable API…

Computer Vision and Pattern Recognition · Computer Science 2022-03-22 Stefan Zellmann , Giovanni Aguirre , Jürgen P. Schulze

The increasing availability of real-world conversation data offers exciting opportunities for researchers to study user-chatbot interactions. However, the sheer volume of this data makes manually examining individual conversations…

Computation and Language · Computer Science 2024-09-10 Yuntian Deng , Wenting Zhao , Jack Hessel , Xiang Ren , Claire Cardie , Yejin Choi

The quality of the data in a dataset can have a substantial impact on the performance of a machine learning model that is trained and/or evaluated using the dataset. Effective dataset management, including tasks such as data cleanup,…

Databases · Computer Science 2023-03-16 Ze Mao , Yang Xu , Erick Suarez

The rapid advancement of Vision-Language-Action models has created an urgent need for large-scale, high-quality robot demonstration datasets. Although teleoperation is the predominant method for data collection, current approaches suffer…

Robotics · Computer Science 2025-11-07 Zhigen Zhao , Liuchuan Yu , Ke Jing , Ning Yang

Recent advances in generative AI, particularly in computer vision (CV), offer new opportunities to optimize workflows across industries, including logistics and manufacturing. However, many AI applications are limited by a lack of expertise…

Computer Vision and Pattern Recognition · Computer Science 2025-10-15 Muammer Bay , Timo von Marcard , Dren Fazlija

Recent advancements in function calling and tool use have significantly enhanced the capabilities of large language models (LLMs) by enabling them to interact with external information sources and execute complex tasks. However, the limited…

Machine Learning · Computer Science 2024-09-05 Suhong Moon , Siddharth Jha , Lutfi Eren Erdogan , Sehoon Kim , Woosang Lim , Kurt Keutzer , Amir Gholami

Current publicly available knowledge work data collections lack diversity, extensive annotations, and contextual information about the users and their documents. These issues hinder objective and comparable data-driven evaluations and…

Artificial Intelligence · Computer Science 2024-10-25 Desiree Heim , Christian Jilek , Adrian Ulges , Andreas Dengel

With the recent progress of simulations by 3D modeling software and game engines, many researchers have focused on Embodied AI tasks in the virtual environment. However, the research community lacks a platform that can easily serve both…

Computational Geometry · Computer Science 2022-06-24 Yizhou Zhao , Steven Gong , Xiaofeng Gao , Wensi Ai , Song-Chun Zhu

We present Visual Lexicon, a novel visual language that encodes rich image information into the text space of vocabulary tokens while retaining intricate visual details that are often challenging to convey in natural language. Unlike…

Computer Vision and Pattern Recognition · Computer Science 2024-12-10 XuDong Wang , Xingyi Zhou , Alireza Fathi , Trevor Darrell , Cordelia Schmid

The ability to recognize objects is an essential skill for a robotic system acting in human-populated environments. Despite decades of effort from the robotic and vision research communities, robots are still missing good visual perceptual…

Robotics · Computer Science 2018-05-23 Mohammad Reza Loghmani , Barbara Caputo , Markus Vincze

The detection and localization of highly realistic deepfake audio-visual content are challenging even for the most advanced state-of-the-art methods. While most of the research efforts in this domain are focused on detecting high-quality…

Computer Vision and Pattern Recognition · Computer Science 2024-07-30 Zhixi Cai , Shreya Ghosh , Aman Pankaj Adatia , Munawar Hayat , Abhinav Dhall , Tom Gedeon , Kalin Stefanov

Data-driven stories seek to inform and persuade audiences through the use of data visualisations and engaging narratives. These stories have now been highly optimised to be viewed on desktop and mobile computers. In contrast, while…

Human-Computer Interaction · Computer Science 2023-08-28 Xiaoyan Zhou , Yalong Yang , Francisco Ortega , Anil Ufuk Batmaz , Benjamin Lee
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