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Ozan Çatal

3 accepted papers

2021

LatentSLAM: unsupervised multi-sensor representation learning for localization and mapping

ICRA 2021poster

Biologically inspired algorithms for simultaneous localization and mapping (SLAM) such as RatSLAM have been shown to yield effective and robust robot navigation in both indoor and outdoor environments. One drawback however is the sensitivity to perceptual aliasing due to the template matching of low…

Cited by 25SourceScholar
2020

Anomaly Detection for Autonomous Guided Vehicles using Bayesian Surprise

IROS 2020poster

As warehouses, storage facilities and factories become more expanded and equipped with smart devices, there is a substantial need for rapid, intelligent and autonomous detection of unusual and potentially hazardous situations, also called anomalies. In particular for Autonomous Guided Vehicles (AGVs…

Cited by 17SourceScholar
2020

Learning Perception and Planning With Deep Active Inference

ICASSP 2020accepted

Active inference is a process theory of the brain that states that all living organisms infer actions in order to minimize their (expected) free energy. However, current experiments are limited to predefined, often discrete, state spaces. In this paper we use recent advances in deep learning to lear…

Cited by 0SourceScholar