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Sedlar, Jiri (author), Stepanova, Karla (author), Skoviera, Radoslav (author), Behrens, Jan K. (author), Tuna, Matus (author), Sejnova, Gabriela (author), Sivic, Josef (author), Babuska, R. (author)This letter introduces a dataset for training and evaluating methods for 6D pose estimation of hand-held tools in task demonstrations captured by a standard RGB camera. Despite the significant progress of 6D pose estimation methods, their performance is usually limited for heavily occluded objects, which is a common case in imitation learning...journal article 2023
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Mazhar, O. (author), Babuska, R. (author), Kober, J. (author)Deep neural networks designed for vision tasks are often prone to failure when they encounter environmental conditions not covered by the training data. Single-modal strategies are insufficient when the sensor fails to acquire information due to malfunction or its design limitations. Multi-sensor configurations are known to provide redundancy...journal article 2021