Search Results for author: Efe Camci

Found 5 papers, 2 papers with code

Global Magnitude Pruning With Minimum Threshold Is All We Need

1 code implementation29 Sep 2021 Manas Gupta, Vishandi Rudy Keneta, Abhishek Vaidyanathan, Ritwik Kanodia, Efe Camci, Chuan-Sheng Foo, Jie Lin

We showcase that magnitude based pruning, specifically, global magnitude pruning (GP) is sufficient to achieve SOTA performance on a range of neural network architectures.

Network Pruning

Autonomous Aerial Cinematography In Unstructured Environments With Learned Artistic Decision-Making

no code implementations15 Oct 2019 Rogerio Bonatti, Wenshan Wang, Cherie Ho, Aayush Ahuja, Mirko Gschwindt, Efe Camci, Erdal Kayacan, Sanjiban Choudhury, Sebastian Scherer

In this work, we address the problem in its entirety and propose a complete system for real-time aerial cinematography that for the first time combines: (1) vision-based target estimation; (2) 3D signed-distance mapping for occlusion estimation; (3) efficient trajectory optimization for long time-horizon camera motion; and (4) learning-based artistic shot selection.

Decision Making Occlusion Estimation

End-to-End Motion Planning of Quadrotors Using Deep Reinforcement Learning

no code implementations30 Sep 2019 Efe Camci, Erdal Kayacan

In this work, a novel, end-to-end motion planning method is proposed for quadrotor navigation in cluttered environments.

Motion Planning reinforcement-learning +1

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