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@misc{anand2026rl_adaptive_compression,
author = {Anand, Manveer},
title = {Reinforcement Learning-Based Adaptive Video Compression for Autonomous Driving: Safety-Aware Compression for Traffic Sign Detection on Edge Devices},
year = {2026},
publisher = {GitHub},
journal = {GitHub repository},
howpublished = {\url{https://github.com/ManveerAnand/Adaptive_video_compression}},
note = {CS307 - Advanced Topics in Computer Vision},
keywords = {Reinforcement Learning, Video Compression, Autonomous Driving, Traffic Sign Detection, Edge Computing, Deep Q-Network, Snapshot Compressive Imaging}
}
@article{cure_tsd_dataset,
title = {CURE-TSD: Challenging unreal and real environment traffic sign detection},
author = {Temel, Sinem and Kwon, Ghassan and Prabhushankar, Mohit and AlRegib, Ghassan},
journal = {arXiv preprint arXiv:1712.02463},
year = {2017},
url = {https://github.com/olivesgatech/CURE-TSD}
}
@article{yolov8,
title = {Ultralytics YOLOv8},
author = {Jocher, Glenn and Chaurasia, Ayush and Qiu, Jing},
journal = {GitHub repository},
year = {2023},
publisher = {Ultralytics},
url = {https://github.com/ultralytics/ultralytics}
}
@article{dqn,
title = {Human-level control through deep reinforcement learning},
author = {Mnih, Volodymyr and Kavukcuoglu, Koray and Silver, David and Rusu, Andrei A and Veness, Joel and Bellemare, Marc G and Graves, Alex and Riedmiller, Martin and Fidjeland, Andreas K and Ostrovski, Georg and others},
journal = {Nature},
volume = {518},
number = {7540},
pages = {529--533},
year = {2015},
publisher = {Nature Publishing Group}
}
@inproceedings{sci_imaging,
title = {Generalized alternating projection based total variation minimization for compressive sensing},
author = {Yuan, Xin and Liu, Yang and Suo, Jinli and Dai, Qionghai},
booktitle = {2016 IEEE International Conference on Image Processing (ICIP)},
pages = {2539--2543},
year = {2016},
organization = {IEEE}
}