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We introduce IMPACT, a synchronized five-view RGB-D dataset for deployment-oriented industrial procedural understanding, built around real assembly and disassembly of a commercial angle grinder with professional-grade tools. To our…

Choreographers determine what the dances look like, while cameramen determine the final presentation of dances. Recently, various methods and datasets have showcased the feasibility of dance synthesis. However, camera movement synthesis…

Computer Vision and Pattern Recognition · Computer Science 2024-03-21 Zixuan Wang , Jia Jia , Shikun Sun , Haozhe Wu , Rong Han , Zhenyu Li , Di Tang , Jiaqing Zhou , Jiebo Luo

Recent advancements in protein structure determination are revolutionizing our understanding of proteins. Still, a significant gap remains in the availability of comprehensive datasets that focus on the dynamics of proteins, which are…

Biomolecules · Quantitative Biology 2024-12-04 Antonio Mirarchi , Toni Giorgino , Gianni De Fabritiis

Many everyday tasks, ranging from appliance repair and cooking to car maintenance, require expert knowledge, particularly for complex, multi-step procedures. Despite growing interest in AI agents for augmented reality (AR) assistance,…

Computer Vision and Pattern Recognition · Computer Science 2026-02-03 Lavisha Aggarwal , Vikas Bahirwani , Andrea Colaco

How can an end-user provide feedback if a deployed structured prediction model generates inconsistent output, ignoring the structural complexity of human language? This is an emerging topic with recent progress in synthetic or constrained…

Artificial Intelligence · Computer Science 2021-12-17 Niket Tandon , Aman Madaan , Peter Clark , Keisuke Sakaguchi , Yiming Yang

We present HumanEdit, a high-quality, human-rewarded dataset specifically designed for instruction-guided image editing, enabling precise and diverse image manipulations through open-form language instructions. Previous large-scale editing…

Computer Vision and Pattern Recognition · Computer Science 2025-05-07 Jinbin Bai , Wei Chow , Ling Yang , Xiangtai Li , Juncheng Li , Hanwang Zhang , Shuicheng Yan

How do two individuals differ when performing the same action? In this work, we introduce Video Action Differencing (VidDiff), the novel task of identifying subtle differences between videos of the same action, which has many applications,…

Computer Vision and Pattern Recognition · Computer Science 2025-03-12 James Burgess , Xiaohan Wang , Yuhui Zhang , Anita Rau , Alejandro Lozano , Lisa Dunlap , Trevor Darrell , Serena Yeung-Levy

In many cases an intelligent agent may want to learn how to mimic a single observed demonstrated trajectory. In this work we consider how to perform such procedural learning from observation, which could help to enable agents to better use…

Machine Learning · Computer Science 2019-04-22 Tong Mu , Karan Goel , Emma Brunskill

The enormous progress in the field of artificial intelligence (AI) enables retail companies to automate their processes and thus to save costs. Thereby, many AI-based automation approaches are based on machine learning and computer vision.…

Computer Vision and Pattern Recognition · Computer Science 2024-11-22 Christoph Brosch , Alexander Bouwens , Sebastian Bast , Swen Haab , Rolf Krieger

Improved surgical skill is generally associated with improved patient outcomes, although assessment is subjective; labour-intensive; and requires domain specific expertise. Automated data driven metrics can alleviate these difficulties, as…

Audio-Driven Face Animation is an eagerly anticipated technique for applications such as VR/AR, games, and movie making. With the rapid development of 3D engines, there is an increasing demand for driving 3D faces with audio. However,…

Computer Vision and Pattern Recognition · Computer Science 2023-12-14 Haozhe Wu , Jia Jia , Junliang Xing , Hongwei Xu , Xiangyuan Wang , Jelo Wang

This paper provides guidance for building and maintaining infrastructure for participatory AI efforts by sharing reflections on building World Wide Dishes (WWD), a bottom-up, community-led image and text dataset of culinary dishes and…

Real-time visual feedback from catheterization analysis is crucial for enhancing surgical safety and efficiency during endovascular interventions. However, existing datasets are often limited to specific tasks, small scale, and lack the…

Skill assessment in procedural videos is crucial for the objective evaluation of human performance in settings such as manufacturing and procedural daily tasks. Current research on skill assessment has predominantly focused on sports and…

Computer Vision and Pattern Recognition · Computer Science 2026-01-29 Michele Mazzamuto , Daniele Di Mauro , Gianpiero Francesca , Giovanni Maria Farinella , Antonino Furnari

We describe the DeepMind Kinetics human action video dataset. The dataset contains 400 human action classes, with at least 400 video clips for each action. Each clip lasts around 10s and is taken from a different YouTube video. The actions…

Monitoring dietary habits is crucial for preventing health risks associated with overeating and undereating, including obesity, diabetes, and cardiovascular diseases. Traditional methods for tracking food intake rely on self-reported data…

Computer Vision and Pattern Recognition · Computer Science 2025-05-02 Wallace Lee , YuHao Chen

This paper addresses the challenge of classifying and assigning programming tasks to experts, a process that typically requires significant effort, time, and cost. To tackle this issue, a novel dataset containing a total of 4,112…

Computation and Language · Computer Science 2024-10-01 Areeg Fahad Rasheed , M. Zarkoosh , Safa F. Abbas , Sana Sabah Al-Azzawi

Cooking requires not only following instructions but also understanding, executing, and monitoring each step - a process that can be challenging without visual guidance. Although recipe images and videos offer helpful cues, they often lack…

Computer Vision and Pattern Recognition · Computer Science 2025-10-07 Oleh Kuzyk , Zuoyue Li , Marc Pollefeys , Xi Wang

Reliable procedural monitoring in video requires exposure to naturally occurring human errors and the recoveries that follow. In egocentric recordings, mistakes are often partially occluded by hands and revealed through subtle object state…

Computer Vision and Pattern Recognition · Computer Science 2026-04-17 Olga Loginova , Frank Keller

Continuous authentication in high-stakes digital environments requires datasets with fine-grained behavioral signals under realistic cognitive and motor demands. But current benchmarks are often limited by small scale, unimodal sensing or…

Cryptography and Security · Computer Science 2026-05-18 Ishpuneet Singh , Gursmeep Kaur , Uday Pratap Singh Atwal , Guramrit Singh , Gurjot Singh , Maninder Singh