references.bib

@inproceedings{casser2019depth,
  title={Depth prediction without the sensors: Leveraging structure for unsupervised learning from monocular videos},
  author={Casser, Vincent and Pirk, Soeren and Mahjourian, Reza and Angelova, Anelia},
  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
  volume={33},
  number={01},
  pages={8001--8008},
  year={2019}
}

@article{cass2019taking,
  title={Taking AI to the edge: Google's TPU now comes in a maker-friendly package},
  author={Cass, Stephen},
  journal={IEEE Spectrum},
  volume={56},
  number={5},
  pages={16--17},
  year={2019},
  publisher={IEEE}
}

@inproceedings{caruana2006empirical,
  title={An empirical comparison of supervised learning algorithms},
  author={Caruana, Rich and Niculescu-Mizil, Alexandru},
  booktitle={Proceedings of the 23rd international conference on Machine learning},
  pages={161--168},
  year={2006}
}

@article{zhu2009introduction,
  title={Introduction to semi-supervised learning},
  author={Zhu, Xiaojin and Goldberg, Andrew B},
  journal={Synthesis lectures on artificial intelligence and machine learning},
  volume={3},
  number={1},
  pages={1--130},
  year={2009},
  publisher={Morgan \& Claypool Publishers}
}

@book{alpaydin2020introduction,
  title={Introduction to machine learning},
  author={Alpaydin, Ethem},
  year={2020},
  publisher={MIT press}
}

@article{schalkoff2007pattern,
  title={Pattern recognition},
  author={Schalkoff, Robert J},
  journal={Wiley Encyclopedia of Computer Science and Engineering},
  year={2007},
  publisher={Wiley Online Library}
}

@inproceedings{albawi2017understanding,
  title={Understanding of a convolutional neural network},
  author={Albawi, Saad and Mohammed, Tareq Abed and Al-Zawi, Saad},
  booktitle={2017 International Conference on Engineering and Technology (ICET)},
  pages={1--6},
  year={2017},
  organization={Ieee}
}

@article{o2005optical,
  title={Optical flow: Techniques and applications},
  author={O’Donovan, Peter},
  journal={International Journal of Computer Vision},
  pages={1--26},
  year={2005}
}

@article{beauchemin1995computation,
  title={The computation of optical flow},
  author={Beauchemin, Steven S. and Barron, John L.},
  journal={ACM computing surveys (CSUR)},
  volume={27},
  number={3},
  pages={433--466},
  year={1995},
  publisher={ACM New York, NY, USA}
}

@article{barron2005tutorial,
  title={Tutorial: Computing 2D and 3D optical flow},
  author={Barron, John L and Thacker, Neil A},
  journal={Imaging science and biomedical engineering division, medical school, university of manchester},
  volume={1},
  year={2005}
}

@inproceedings{saravanan2010color,
  title={Color image to grayscale image conversion},
  author={Saravanan, C},
  booktitle={2010 Second International Conference on Computer Engineering and Applications},
  volume={2},
  pages={196--199},
  year={2010},
  organization={IEEE}
}

@inproceedings{xu2017canny,
  title={Canny edge detection based on Open CV},
  author={Xu, Zhao and Baojie, Xu and Guoxin, Wu},
  booktitle={2017 13th IEEE international conference on electronic measurement \& instruments (ICEMI)},
  pages={53--56},
  year={2017},
  organization={IEEE}
}

@techreport{edwards1984introduction,
  title={An introduction to linear regression and correlation},
  author={Edwards, Allen L},
  year={1984}
}

@book{montgomery2021introduction,
  title={Introduction to linear regression analysis},
  author={Montgomery, Douglas C and Peck, Elizabeth A and Vining, G Geoffrey},
  year={2021},
  publisher={John Wiley \& Sons}
}

@inproceedings{bergstra2011algorithms,
  title={Algorithms for hyper-parameter optimization},
  author={Bergstra, James and Bardenet, R{\'e}mi and Bengio, Yoshua and K{\'e}gl, Bal{\'a}zs},
  booktitle={25th annual conference on neural information processing systems (NIPS 2011)},
  volume={24},
  year={2011},
  organization={Neural Information Processing Systems Foundation}
}

@incollection{feurer2019hyperparameter,
  title={Hyperparameter optimization},
  author={Feurer, Matthias and Hutter, Frank},
  booktitle={Automated Machine Learning},
  pages={3--33},
  year={2019},
  publisher={Springer, Cham}
}

@inproceedings{mikolajczyk2018data,
  title={Data augmentation for improving deep learning in image classification problem},
  author={Miko{\l}ajczyk, Agnieszka and Grochowski, Micha{\l}},
  booktitle={2018 international interdisciplinary PhD workshop (IIPhDW)},
  pages={117--122},
  year={2018},
  organization={IEEE}
}

@article{srivastava2014dropout,
  title={Dropout: a simple way to prevent neural networks from overfitting},
  author={Srivastava, Nitish and Hinton, Geoffrey and Krizhevsky, Alex and Sutskever, Ilya and Salakhutdinov, Ruslan},
  journal={The journal of machine learning research},
  volume={15},
  number={1},
  pages={1929--1958},
  year={2014},
  publisher={JMLR. org}
}

@article{ciliberto2016consistent,
  title={A consistent regularization approach for structured prediction},
  author={Ciliberto, Carlo and Rosasco, Lorenzo and Rudi, Alessandro},
  journal={Advances in neural information processing systems},
  volume={29},
  pages={4412--4420},
  year={2016}
}

@article{hawkins2004problem,
  title={The problem of overfitting},
  author={Hawkins, Douglas M},
  journal={Journal of chemical information and computer sciences},
  volume={44},
  number={1},
  pages={1--12},
  year={2004},
  publisher={ACS Publications}
}

@article{takahashi2019data,
  title={Data augmentation using random image cropping and patching for deep cnns},
  author={Takahashi, Ryo and Matsubara, Takashi and Uehara, Kuniaki},
  journal={IEEE Transactions on Circuits and Systems for Video Technology},
  volume={30},
  number={9},
  pages={2917--2931},
  year={2019},
  publisher={IEEE}
}

@article{souhila2007optical,
  title={Optical flow based robot obstacle avoidance},
  author={Souhila, Kahlouche and Karim, Achour},
  journal={International Journal of Advanced Robotic Systems},
  volume={4},
  number={1},
  pages={2},
  year={2007},
  publisher={SAGE Publications Sage UK: London, England}
}

@incollection{fleet2006optical,
  title={Optical flow estimation},
  author={Fleet, David and Weiss, Yair},
  booktitle={Handbook of mathematical models in computer vision},
  pages={237--257},
  year={2006},
  publisher={Springer}
}

@inproceedings{viswanathan2009features,
  title={Features from accelerated segment test (fast)},
  author={Viswanathan, Deepak Geetha},
  booktitle={Proceedings of the 10th workshop on Image Analysis for Multimedia Interactive Services, London, UK},
  pages={6--8},
  year={2009}
}

@inproceedings{lucas1981iterative,
  title={An iterative image registration technique with an application to stereo vision},
  author={Lucas, Bruce D and Kanade, Takeo and others},
  year={1981},
  organization={Vancouver, British Columbia}
}

@article{levenberg1944method,
  title={A method for the solution of certain non-linear problems in least squares},
  author={Levenberg, Kenneth},
  journal={Quarterly of applied mathematics},
  volume={2},
  number={2},
  pages={164--168},
  year={1944}
}

@article{gander1980algorithms,
  title={Algorithms for the QR decomposition},
  author={Gander, Walter},
  journal={Res. Rep},
  volume={80},
  number={02},
  pages={1251--1268},
  year={1980}
}