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Publikation

DORMADL - Dataset of human-operated Robot Arm Motion in Activities of Daily Living

Felix Goldau; Yashaswini Shivashankar; Annalies Baumeister; Lennart Drescher; Patrizia Tolle; Udo Frese
In: 2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS-2023), The Next Generation of Robotics, October 1-5, Detroit, Michigan, USA, IEEE, 2023.

Zusammenfassung

This work presents a dataset of human-operated robot motion to be used within the context of assistive robotics and assorted fields, such as learning from demonstrations, machine-learning based robot control, and activity recognition. The data consists of individual sequences of intentional robot motion performing a task in an environment of daily living. There are 2 973 sequences generated in a high-resolution simulation and 986 sequences performed in reality, totaling to 1.16M datapoints. The data includes labels for the robot’s pose, motion and activity. This paper also provides data augmentation methods and a detailed dataset analysis as well as simple models trained on the dataset as a baseline for future research. The dataset can be downloaded free-of-charge at https://www.kaggle.com/f371xx/dormadl.

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