@article(chen2019rethinking, author = {Liang{-}Chieh Chen and George Papandreou and Florian Schroff and Hartwig Adam}, year = {2017}, title = {Rethinking Atrous Convolution for Semantic Image Segmentation}, journal = {CoRR}, volume = {abs/1706.05587}, doi = {10.48550/arXiv.1706.05587}, eprint = {1706.05587}, ) @inproceedings(cho2019efficacy, author = {Jang Hyun Cho and Bharath Hariharan}, year = {2019}, title = {On the Efficacy of Knowledge Distillation}, booktitle = {2019 IEEE/CVF International Conference on Computer Vision (ICCV)}, pages = {4793--4801}, doi = {10.1109/ICCV.2019.00489}, ) @article(dong2017learning, author = {Xin Dong and Shangyu Chen and Sinno Jialin Pan}, year = {2017}, title = {Learning to Prune Deep Neural Networks via Layer-wise Optimal Brain Surgeon}, journal = {CoRR}, volume = {abs/1705.07565}, doi = {10.48550/arXiv.1705.07565}, eprint = {1705.07565}, ) @misc(pascal-voc-2012, author = {M. Everingham and Van Gool, L. and C. K. I. Williams and J. Winn and A. Zisserman}, title = {The {PASCAL} {V}isual {O}bject {C}lasses {C}hallenge 2012 {(VOC2012)} {R}esults}, howpublished = {http://www.pascal-network.org/challenges/VOC/voc2012/workshop/index.html}, ) @inproceedings(8500497, author = {Fernandez-Moral, Eduardo and Renato Martins and Denis Wolf and Patrick Rives}, year = {2018}, title = {A New Metric for Evaluating Semantic Segmentation: Leveraging Global and Contour Accuracy}, booktitle = {2018 IEEE Intelligent Vehicles Symposium (IV)}, pages = {1051--1056}, doi = {10.1109/IVS.2018.8500497}, ) @inproceedings(DBLP:journals/corr/HeZRS15, author = {Kaiming He and Xiangyu Zhang and Shaoqing Ren and Jian Sun}, year = {2016}, title = {Deep Residual Learning for Image Recognition}, booktitle = {2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)}, pages = {770--778}, doi = {10.1109/CVPR.2016.90}, ) @article(hinton2015distilling, author = {Geoffrey Hinton and Oriol Vinyals and Jeff Dean}, year = {2015}, title = {Distilling the Knowledge in a Neural Network}, doi = {10.48550/ARXIV.1503.02531}, url = {https://arxiv.org/abs/1503.02531}, ) @incollection(inam2018safety, author = {Rafia Inam and Elena Fersman and Klaus Raizer and Ricardo Souza and Amadeu Nascimento and Alberto Hata}, year = {2018}, title = {Safety for Automated Warehouse exhibiting collaborative robots}, booktitle = {Safety and Reliability--Safe Societies in a Changing World}, publisher = {CRC Press}, pages = {2021--2028}, doi = {10.1201/9781351174664-254}, ) @inproceedings(8502466, author = {Rafia Inam and Klaus Raizer and Alberto Hata and Ricardo Souza and Elena Forsman and Enyu Cao and Shaolei Wang}, year = {2018}, title = {Risk Assessment for Human-Robot Collaboration in an automated warehouse scenario}, booktitle = {2018 IEEE 23rd International Conference on Emerging Technologies and Factory Automation (ETFA)}, volume = {1}, pages = {743--751}, doi = {10.1109/ETFA.2018.8502466}, ) @article(krizhevsky2009learning, author = {Alex Krizhevsky and Geoffrey Hinton}, year = {2009}, title = {Learning multiple layers of features from tiny images}, ) @inproceedings(lin2014microsoft, author = {Tsung-Yi Lin and Michael Maire and Serge Belongie and James Hays and Pietro Perona and Deva Ramanan and Piotr Doll{\'a}r and C. Lawrence Zitnick}, year = {2014}, title = {Microsoft COCO: Common Objects in Context}, editor = {David Fleet and Tomas Pajdla and Bernt Schiele and Tinne Tuytelaars}, booktitle = {Computer Vision -- ECCV 2014}, publisher = {Springer International Publishing}, address = {Cham}, pages = {740--755}, doi = {10.1007/978-3-319-10602-1\_48}, ) @inproceedings(marchisio2019deep, author = {Alberto Marchisio and Muhammad Abdullah Hanif and Faiq Khalid and George Plastiras and Christos Kyrkou and Theocharis Theocharides and Muhammad Shafique}, year = {2019}, title = {Deep learning for edge computing: Current trends, cross-layer optimizations, and open research challenges}, booktitle = {2019 IEEE Computer Society Annual Symposium on VLSI (ISVLSI)}, organization = {IEEE}, pages = {553--559}, doi = {10.1109/ISVLSI.2019.00105}, ) @inproceedings(marchisio2018prunet, author = {Alberto Marchisio and Muhammad Abdullah Hanif and Maurizio Martina and Muhammad Shafique}, year = {2018}, title = {Prunet: Class-blind pruning method for deep neural networks}, booktitle = {2018 International Joint Conference on Neural Networks (IJCNN)}, organization = {IEEE}, pages = {1--8}, doi = {10.1109/IJCNN.2018.8489764}, ) @article(matsubara2020head, author = {Yoshitomo Matsubara and Davide Callegaro and Sabur Baidya and Marco Levorato and Sameer Singh}, year = {2020}, title = {Head Network Distillation: Splitting Distilled Deep Neural Networks for Resource-Constrained Edge Computing Systems}, journal = {IEEE Access}, volume = {8}, pages = {212177--212193}, doi = {10.1109/ACCESS.2020.3039714}, ) @article(matsubara2020neural, author = {Yoshitomo Matsubara and Marco Levorato}, year = {2020}, title = {Neural Compression and Filtering for Edge-assisted Real-time Object Detection in Challenged Networks}, journal = {CoRR}, volume = {abs/2007.15818}, doi = {10.48550/arXiv.2007.15818}, eprint = {2007.15818}, ) @article(molchanov2016pruning, author = {Pavlo Molchanov and Stephen Tyree and Tero Karras and Timo Aila and Jan Kautz}, year = {2016}, title = {Pruning Convolutional Neural Networks for Resource Efficient Transfer Learning}, journal = {CoRR}, volume = {abs/1611.06440}, doi = {10.48550/arXiv.1611.06440}, eprint = {1611.06440}, ) @article(paszke2017automatic, author = {Adam Paszke and Sam Gross and Soumith Chintala and Gregory Chanan and Edward Yang and Zachary DeVito and Zeming Lin and Alban Desmaison and Luca Antiga and Adam Lerer}, year = {2017}, title = {Automatic differentiation in pytorch}, ) @inproceedings(yu2015handwritten, author = {Naigong Yu and Panna Jiao and Yuling Zheng}, year = {2015}, title = {Handwritten digits recognition base on improved LeNet5}, booktitle = {The 27th Chinese Control and Decision Conference (2015 CCDC)}, organization = {IEEE}, pages = {4871--4875}, doi = {10.1109/CCDC.2015.7162796}, )