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Video dataset of human demonstrations of folding clothing for robotic folding

Andreas Verleysen, Matthijs Biondina, Francis wyffels

2020The International Journal of Robotics Research22 citationsDOIOpen Access PDF

Abstract

General-purpose clothes-folding robots do not yet exist owing to the deformable nature of textiles, making it hard to engineer manipulation pipelines or learn this task. In order to accelerate research for the learning of the robotic clothes-folding task, we introduce a video dataset of human folding demonstrations. In total, we provide 8.5 hours of demonstrations from multiple perspectives leading to 1,000 folding samples of different types of textiles. The demonstrations are recorded in multiple public places, in different conditions with a diverse set of people. Our dataset consists of anonymized RGB images, depth frames, skeleton keypoint trajectories, and object labels. In this article, we describe our recording setup, the data format, and utility scripts, which can be accessed at https://adverley.github.io/folding-demonstrations .

Topics & Concepts

Folding (DSP implementation)Computer scienceScripting languageTask (project management)Set (abstract data type)Artificial intelligenceObject (grammar)RobotClothingRoboticsHuman–computer interactionComputer visionEngineeringProgramming languageHistorySystems engineeringArchaeologyElectrical engineeringRobot Manipulation and Learning3D Shape Modeling and AnalysisTextile materials and evaluations