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Markus Knauer presents a joint research project focusing on rehearsal-free continual learning for object classification. This approach involves a mobile robot like Justin learning new objects in a changing environment without forgetting previous knowledge. The training procedure involves new sequences of categories arriving over time, with new household categories being added. The challenge lies in avoiding catastrophic forgetting without storing images of previous categories.
