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Pranay Reddy

2 accepted papers

2023

PyPose: A Library for Robot Learning With Physics-Based Optimization

CVPR 2023poster

Deep learning has had remarkable success in robotic perception, but its data-centric nature suffers when it comes to generalizing to ever-changing environments. By contrast, physics-based optimization generalizes better, but it does not perform as well in complicated tasks due to the lack of high-le…

2022

AirDet: Few-Shot Detection without Fine-Tuning for Autonomous Exploration

ECCV 2022poster

"Few-shot object detection has attracted increasing attention and rapidly progressed in recent years. However, the requirement of an exhaustive offline fine-tuning stage in existing methods is time-consuming and significantly hinders their usage in online applications such as autonomous exploration…