@inproceedings{bb120600,
        AUTHOR = "Zhao, C.L. and Ni, B.B. and Zhang, J. and Zhao, Q. and Zhang, W.J. and Tian, Q.",
        TITLE = "Variational Convolutional Neural Network Pruning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "2775-2784",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT116830"}

@inproceedings{bb120601,
        AUTHOR = "Lin, S.H. and Ji, R.R. and Yan, C.Q. and Zhang, B.C. and Cao, L.J. and Ye, Q.X. and Huang, F.Y. and Doermann, D.",
        TITLE = "Towards Optimal Structured CNN Pruning via Generative Adversarial
Learning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "2785-2794",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT116831"}

@inproceedings{bb120602,
        AUTHOR = "Mummadi, C.K. and Genewein, T. and Zhang, D. and Brox, T. and Fischer, V.",
        TITLE = "Group Pruning Using a Bounded-Lp Norm for Group Gating and
Regularization",
        BOOKTITLE = GCPR19,
        YEAR = "2019",
        PAGES = "139-155",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT116832"}

@inproceedings{bb120603,
        AUTHOR = "Wang, W.T. and Li, H.L. and Lin, W.S. and Chiang, C.M. and Tsai, Y.M.",
        TITLE = "Architecture-Aware Network Pruning for Vision Quality Applications",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "2701-2705",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT116833"}

@inproceedings{bb120604,
        AUTHOR = "Zhang, Y.X. and Wang, H.A. and Luo, Y. and Yu, L. and Hu, H.J. and Shan, H.G. and Quek, T.Q.S.",
        TITLE = "Three-Dimensional Convolutional Neural Network Pruning with
Regularization-Based Method",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "4270-4274",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT116834"}

@inproceedings{bb120605,
        AUTHOR = "Hu, Y. and Sun, S. and Li, J. and Zhu, J. and Wang, X. and Gu, Q.",
        TITLE = "Multi-Loss-Aware Channel Pruning of Deep Networks",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "889-893",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT116835"}

@inproceedings{bb120606,
        AUTHOR = "Yu, R. and Li, A. and Chen, C. and Lai, J. and Morariu, V.I. and Han, X. and Gao, M. and Lin, C. and Davis, L.S.",
        TITLE = "NISP: Pruning Networks Using Neuron Importance Score Propagation",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "9194-9203",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT116836"}

@inproceedings{bb120607,
        AUTHOR = "Zhang, T. and Ye, S. and Zhang, K.Q. and Tang, J. and Wen, W. and Fardad, M. and Wang, Y.Z.",
        TITLE = "A Systematic DNN Weight Pruning Framework Using Alternating Direction
Method of Multipliers",
        BOOKTITLE = ECCV18,
        YEAR = "2018",
        PAGES = "VIII: 191-207",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT116837"}

@inproceedings{bb120608,
        AUTHOR = "Huang, Q. and Zhou, K. and You, S. and Neumann, U.",
        TITLE = "Learning to Prune Filters in Convolutional Neural Networks",
        BOOKTITLE = WACV18,
        YEAR = "2018",
        PAGES = "709-718",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT116838"}

@inproceedings{bb120609,
        AUTHOR = "Carreira Perpinan, M.A. and Idelbayev, Y.",
        TITLE = "'Learning-Compression' Algorithms for Neural Net Pruning",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "8532-8541",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT116839"}

@inproceedings{bb120610,
        AUTHOR = "Zhou, Z. and Zhou, W. and Li, H. and Hong, R.",
        TITLE = "Online Filter Clustering and Pruning for Efficient Convnets",
        BOOKTITLE = ICIP18,
        YEAR = "2018",
        PAGES = "11-15",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT116840"}

@inproceedings{bb120611,
        AUTHOR = "Zhu, L.G. and Deng, R.Z. and Maire, M. and Deng, Z.W. and Mori, G. and Tan, P.",
        TITLE = "Sparsely Aggregated Convolutional Networks",
        BOOKTITLE = ECCV18,
        YEAR = "2018",
        PAGES = "XII: 192-208",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT116841"}

@inproceedings{bb120612,
        AUTHOR = "Wang, Z. and Zhu, C. and Xia, Z. and Guo, Q. and Liu, Y.",
        TITLE = "Towards thinner convolutional neural networks through gradually
global pruning",
        BOOKTITLE = ICIP17,
        YEAR = "2017",
        PAGES = "3939-3943",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT116842"}

@inproceedings{bb120613,
        AUTHOR = "Luo, J.H. and Wu, J. and Lin, W.",
        TITLE = "ThiNet:
A Filter Level Pruning Method for Deep Neural Network Compression",
        BOOKTITLE = ICCV17,
        YEAR = "2017",
        PAGES = "5068-5076",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT116843"}

@inproceedings{bb120614,
        AUTHOR = "Rueda, F.M. and Grzeszick, R. and Fink, G.A.",
        TITLE = "Neuron Pruning for Compressing Deep Networks Using Maxout Architectures",
        BOOKTITLE = GCPR17,
        YEAR = "2017",
        PAGES = "177-188",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT116844"}

@inproceedings{bb120615,
        AUTHOR = "Yang, T.J. and Chen, Y.H. and Sze, V.",
        TITLE = "Designing Energy-Efficient Convolutional Neural Networks Using
Energy-Aware Pruning",
        BOOKTITLE = CVPR17,
        YEAR = "2017",
        PAGES = "6071-6079",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT116845"}

@inproceedings{bb120616,
        AUTHOR = "Guo, J. and Potkonjak, M.",
        TITLE = "Pruning ConvNets Online for Efficient Specialist Models",
        BOOKTITLE = ECVW17,
        YEAR = "2017",
        PAGES = "430-437",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT116846"}

@article{bb120617,
        AUTHOR = "Wang, W. and Zhu, L.Q.",
        TITLE = "Structured feature sparsity training for convolutional neural network
compression",
        JOURNAL = JVCIR,
        VOLUME = "71",
        YEAR = "2020",
        PAGES = "102867",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT116847"}

@article{bb120618,
        AUTHOR = "Kaplan, C. and Bulbul, A.",
        TITLE = "Goal driven network pruning for object recognition",
        JOURNAL = PR,
        VOLUME = "110",
        YEAR = "2021",
        PAGES = "107468",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT116848"}

@article{bb120619,
        AUTHOR = "Yao, K.X. and Cao, F.L. and Leung, Y. and Liang, J.",
        TITLE = "Deep neural network compression through interpretability-based filter
pruning",
        JOURNAL = PR,
        VOLUME = "119",
        YEAR = "2021",
        PAGES = "108056",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT116849"}

@article{bb120620,
        AUTHOR = "Gowdra, N. and Sinha, R. and MacDonell, S. and Yan, W.Q.",
        TITLE = "Mitigating severe over-parameterization in deep convolutional neural
networks through forced feature abstraction and compression with an
entropy-based heuristic",
        JOURNAL = PR,
        VOLUME = "119",
        YEAR = "2021",
        PAGES = "108057",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT116850"}

@article{bb120621,
        AUTHOR = "Zhang, H. and An, L. and Chu, V.W. and Stow, D.A. and Liu, X.B. and Ding, Q.H.",
        TITLE = "Learning Adjustable Reduced Downsampling Network for Small Object
Detection in Urban Environments",
        JOURNAL = RS,
        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "18",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT116851"}

@inproceedings{bb120622,
        AUTHOR = "Aghli, N. and Ribeiro, E.",
        TITLE = "Combining Weight Pruning and Knowledge Distillation For CNN
Compression",
        BOOKTITLE = EVW21,
        YEAR = "2021",
        PAGES = "3185-3192",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT116852"}

@inproceedings{bb120623,
        AUTHOR = "Ran, J. and Lin, R. and So, H.K.H. and Chesi, G. and Wong, N.",
        TITLE = "Exploiting Elasticity in Tensor Ranks for Compressing Neural Networks",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "9866-9873",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT116853"}

@inproceedings{bb120624,
        AUTHOR = "Shah, M.A. and Olivier, R. and Raj, B.",
        TITLE = "Exploiting Non-Linear Redundancy for Neural Model Compression",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "9928-9935",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT116854"}

@inproceedings{bb120625,
        AUTHOR = "Bui, K. and Park, F. and Zhang, S. and Qi, Y. and Xin, J.",
        TITLE = "Nonconvex Regularization for Network Slimming:
Compressing CNNS Even More",
        BOOKTITLE = ISVC20,
        YEAR = "2020",
        PAGES = "I:39-53",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT116855"}

@inproceedings{bb120626,
        AUTHOR = "Wang, H.T. and Gui, S.P. and Yang, H.C. and Liu, J. and Wang, Z.Y.",
        TITLE = "GAN Slimming: All-in-one GAN Compression by a Unified Optimization
Framework",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "IV:54-73",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT116856"}

@inproceedings{bb120627,
        AUTHOR = "Guo, J. and Ouyang, W. and Xu, D.",
        TITLE = "Multi-Dimensional Pruning: A Unified Framework for Model Compression",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "1505-1514",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT116857"}

@inproceedings{bb120628,
        AUTHOR = "Heo, B. and Kim, J. and Yun, S. and Park, H. and Kwak, N. and Choi, J.Y.",
        TITLE = "A Comprehensive Overhaul of Feature Distillation",
        BOOKTITLE = ICCV19,
        YEAR = "2019",
        PAGES = "1921-1930",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT116858"}

@inproceedings{bb120629,
        AUTHOR = "Yu, J. and Huang, T.",
        TITLE = "Universally Slimmable Networks and Improved Training Techniques",
        BOOKTITLE = ICCV19,
        YEAR = "2019",
        PAGES = "1803-1811",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT116859"}

@article{bb120630,
        AUTHOR = "Dong, Y.P. and Ni, R.K. and Li, J.G. and Chen, Y.R. and Su, H. and Zhu, J.",
        TITLE = "Stochastic Quantization for Learning Accurate Low-Bit Deep Neural
Networks",
        JOURNAL = IJCV,
        VOLUME = "127",
        YEAR = "2019",
        NUMBER = "11-12",
        MONTH = "December",
        PAGES = "1629-1642",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116860"}

@inproceedings{bb120631,
        AUTHOR = "Zhou, A. and Yao, A.B. and Wang, K. and Chen, Y.R.",
        TITLE = "Explicit Loss-Error-Aware Quantization for Low-Bit Deep Neural
Networks",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "9426-9435",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116861"}

@article{bb120632,
        AUTHOR = "Zhou, Z.G. and Zhou, W.G. and Lv, X.T. and Huang, X. and Wang, X.Y. and Li, H.Q.",
        TITLE = "Progressive Learning of Low-Precision Networks for Image
Classification",
        JOURNAL = MultMed,
        VOLUME = "23",
        YEAR = "2021",
        PAGES = "871-882",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116862"}

@article{bb120633,
        AUTHOR = "Chu, T. and Luo, Q. and Yang, J. and Huang, X.L.",
        TITLE = "Mixed-precision quantized neural networks with progressively
decreasing bitwidth",
        JOURNAL = PR,
        VOLUME = "111",
        YEAR = "2021",
        PAGES = "107647",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116863"}

@inproceedings{bb120634,
        AUTHOR = "Liu, H.Y. and Elkerdawy, S. and Ray, N. and Elhoushi, M.",
        TITLE = "Layer Importance Estimation with Imprinting for Neural Network
Quantization",
        BOOKTITLE = MAI21,
        YEAR = "2021",
        PAGES = "2408-2417",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116864"}

@inproceedings{bb120635,
        AUTHOR = "Yun, S. and Wong, A.",
        TITLE = "Do All MobileNets Quantize Poorly? Gaining Insights into the Effect
of Quantization on Depthwise Separable Convolutional Networks Through
the Eyes of Multi-scale Distributional Dynamics",
        BOOKTITLE = MAI21,
        YEAR = "2021",
        PAGES = "2447-2456",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116865"}

@inproceedings{bb120636,
        AUTHOR = "Fournarakis, M. and Nagel, M.",
        TITLE = "In-Hindsight Quantization Range Estimation for Quantized Training",
        BOOKTITLE = ECV21,
        YEAR = "2021",
        PAGES = "3057-3064",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116866"}

@inproceedings{bb120637,
        AUTHOR = "Yu, H. and Yang, L.J. and Shi, H.",
        TITLE = "Is In-Domain Data Really Needed? A Pilot Study on Cross-Domain
Calibration for Network Quantization",
        BOOKTITLE = ECV21,
        YEAR = "2021",
        PAGES = "3037-3046",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116867"}

@inproceedings{bb120638,
        AUTHOR = "Langroudi, H.F. and Karia, V. and Carmichael, Z. and Zyarah, A. and Pandit, T. and Gustafson, J.L. and Kudithipudi, D.",
        TITLE = "Alps: Adaptive Quantization of Deep Neural Networks with GeneraLized
PositS",
        BOOKTITLE = ECV21,
        YEAR = "2021",
        PAGES = "3094-3103",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116868"}

@inproceedings{bb120639,
        AUTHOR = "Abdolrashidi, A. and Wang, L. and Agrawal, S. and Malmaud, J. and Rybakov, O. and Leichner, C. and Lew, L.",
        TITLE = "Pareto-Optimal Quantized ResNet Is Mostly 4-bit",
        BOOKTITLE = ECV21,
        YEAR = "2021",
        PAGES = "3085-3093",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116869"}

@inproceedings{bb120640,
        AUTHOR = "Trusov, A. and Limonova, E. and Slugin, D. and Nikolaev, D. and Arlazarov, V.V.",
        TITLE = "Fast Implementation of 4-bit Convolutional Neural Networks for Mobile
Devices",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "9897-9903",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116870"}

@inproceedings{bb120641,
        AUTHOR = "Hacene, G.B. and Lassance, C. and Gripon, V. and Courbariaux, M. and Bengio, Y.",
        TITLE = "Attention Based Pruning for Shift Networks",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "4054-4061",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116871"}

@inproceedings{bb120642,
        AUTHOR = "Hou, Z. and Kung, S.Y.",
        TITLE = "A Discriminant Information Approach to Deep Neural Network Pruning",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "9553-9560",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116872"}

@inproceedings{bb120643,
        AUTHOR = "Marino, G.C. and Ghidoli, G. and Frasca, M. and Malchiodi, D.",
        TITLE = "Compression strategies and space-conscious representations for deep
neural networks",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "9835-9842",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116873"}

@inproceedings{bb120644,
        AUTHOR = "Yuan, Y. and Chen, C. and Hu, X. and Peng, S.",
        TITLE = "Towards Low-Bit Quantization of Deep Neural Networks with Limited
Data",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "4377-4384",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116874"}

@inproceedings{bb120645,
        AUTHOR = "Dbouk, H. and Sanghvi, H. and Mehendale, M. and Shanbhag, N.",
        TITLE = "DBQ: A Differentiable Branch Quantizer for Lightweight Deep Neural
Networks",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "XXVII:90-106",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116875"}

@inproceedings{bb120646,
        AUTHOR = "do Nascimento, M.G. and Costain, T.W. and Prisacariu, V.A.",
        TITLE = "Finding Non-uniform Quantization Schemes Using Multi-task Gaussian
Processes",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "XVII:383-398",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116876"}

@inproceedings{bb120647,
        AUTHOR = "Neumann, D. and Sattler, F. and Kirchhoffer, H. and Wiedemann, S. and Muller, K. and Schwarz, H. and Wiegand, T. and Marpe, D. and Samek, W.",
        TITLE = "Deepcabac: Plug Play Compression of Neural Network Weights and Weight
Updates",
        BOOKTITLE = ICIP20,
        YEAR = "2020",
        PAGES = "21-25",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116877"}

@inproceedings{bb120648,
        AUTHOR = "Haase, P. and Schwarz, H. and Kirchhoffer, H. and Wiedemann, S. and Marinc, T. and Marban, A. and Muller, K. and Samek, W. and Marpe, D. and Wiegand, T.",
        TITLE = "Dependent Scalar Quantization For Neural Network Compression",
        BOOKTITLE = ICIP20,
        YEAR = "2020",
        PAGES = "36-40",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116878"}

@inproceedings{bb120649,
        AUTHOR = "Kwon, S.J. and Lee, D. and Kim, B. and Kapoor, P. and Park, B. and Wei, G.",
        TITLE = "Structured Compression by Weight Encryption for Unstructured Pruning
and Quantization",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "1906-1915",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116879"}

@inproceedings{bb120650,
        AUTHOR = "Jung, J. and Kim, J. and Kim, Y. and Kim, C.",
        TITLE = "Reinforcement Learning-Based Layer-Wise Quantization For Lightweight
Deep Neural Networks",
        BOOKTITLE = ICIP20,
        YEAR = "2020",
        PAGES = "3070-3074",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116880"}

@inproceedings{bb120651,
        AUTHOR = "Geng, X. and Lin, J. and Li, S.",
        TITLE = "Cascaded Mixed-Precision Networks",
        BOOKTITLE = ICIP20,
        YEAR = "2020",
        PAGES = "241-245",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116881"}

@inproceedings{bb120652,
        AUTHOR = "Fang, J. and Shafiee, A. and Abdel Aziz, H. and Thorsley, D. and Georgiadis, G. and Hassoun, J.H.",
        TITLE = "Post-training Piecewise Linear Quantization for Deep Neural Networks",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "II:69-86",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116882"}

@inproceedings{bb120653,
        AUTHOR = "Xie, Z. and Wen, Z.Q. and Liu, J. and Liu, Z.Q. and Wu, X.X. and Tan, M.K.",
        TITLE = "Deep Transferring Quantization",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "VIII:625-642",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116883"}

@inproceedings{bb120654,
        AUTHOR = "Wang, Y. and Lu, Y.D. and Blankevoort, T.",
        TITLE = "Differentiable Joint Pruning and Quantization for Hardware Efficiency",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "XXIX: 259-277",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116884"}

@inproceedings{bb120655,
        AUTHOR = "Cai, Y.H. and Yao, Z.W. and Dong, Z. and Gholami, A. and Mahoney, M.W. and Keutzer, K.",
        TITLE = "ZeroQ: A Novel Zero Shot Quantization Framework",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "13166-13175",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116885"}

@inproceedings{bb120656,
        AUTHOR = "Qu, Z. and Zhou, Z. and Cheng, Y. and Thiele, L.",
        TITLE = "Adaptive Loss-Aware Quantization for Multi-Bit Networks",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "7985-7994",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116886"}

@inproceedings{bb120657,
        AUTHOR = "Jin, Q. and Yang, L. and Liao, Z.",
        TITLE = "AdaBits: Neural Network Quantization With Adaptive Bit-Widths",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "2143-2153",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116887"}

@inproceedings{bb120658,
        AUTHOR = "Zhu, F. and Gong, R.H. and Yu, F.W. and Liu, X.L. and Wang, Y.F. and Li, Z.L. and Yang, X.Q. and Yan, J.J.",
        TITLE = "Towards Unified INT8 Training for Convolutional Neural Network",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "1966-1976",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116888"}

@inproceedings{bb120659,
        AUTHOR = "Zhuang, B. and Liu, L. and Tan, M. and Shen, C. and Reid, I.D.",
        TITLE = "Training Quantized Neural Networks With a Full-Precision Auxiliary
Module",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "1485-1494",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116889"}

@inproceedings{bb120660,
        AUTHOR = "Yu, H. and Wen, T. and Cheng, G. and Sun, J. and Han, Q. and Shi, J.",
        TITLE = "Low-bit Quantization Needs Good Distribution",
        BOOKTITLE = EDLCV20,
        YEAR = "2020",
        PAGES = "2909-2918",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116890"}

@inproceedings{bb120661,
        AUTHOR = "Bhalgat, Y. and Lee, J. and Nagel, M. and Blankevoort, T. and Kwak, N.",
        TITLE = "LSQ+: Improving low-bit quantization through learnable offsets and
better initialization",
        BOOKTITLE = EDLCV20,
        YEAR = "2020",
        PAGES = "2978-2985",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116891"}

@inproceedings{bb120662,
        AUTHOR = "Pouransari, H. and Tu, Z. and Tuzel, O.",
        TITLE = "Least squares binary quantization of neural networks",
        BOOKTITLE = EDLCV20,
        YEAR = "2020",
        PAGES = "2986-2996",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116892"}

@inproceedings{bb120663,
        AUTHOR = "Gope, D. and Beu, J. and Thakker, U. and Mattina, M.",
        TITLE = "Ternary MobileNets via Per-Layer Hybrid Filter Banks",
        BOOKTITLE = EDLCV20,
        YEAR = "2020",
        PAGES = "3036-3046",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116893"}

@inproceedings{bb120664,
        AUTHOR = "Wang, T. and Wang, K. and Cai, H. and Lin, J. and Liu, Z. and Wang, H. and Lin, Y. and Han, S.",
        TITLE = "APQ: Joint Search for Network Architecture, Pruning and Quantization
Policy",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "2075-2084",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116894"}

@inproceedings{bb120665,
        AUTHOR = "Yu, H.B. and Han, Q. and Li, J.B. and Shi, J.P. and Cheng, G.L. and Fan, B.",
        TITLE = "Search What You Want:
Barrier Penalty NAS for Mixed Precision Quantization",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "IX:1-16",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116895"}

@inproceedings{bb120666,
        AUTHOR = "Marban, A. and Becking, D. and Wiedemann, S. and Samek, W.",
        TITLE = "Learning Sparse Ternary Neural Networks with Entropy-Constrained
Trained Ternarization (EC2T)",
        BOOKTITLE = EDLCV20,
        YEAR = "2020",
        PAGES = "3105-3113",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116896"}

@inproceedings{bb120667,
        AUTHOR = "Langroudi, H.F. and Karia, V. and Gustafson, J.L. and Kudithipudi, D.",
        TITLE = "Adaptive Posit: Parameter aware numerical format for deep learning
inference on the edge",
        BOOKTITLE = EDLCV20,
        YEAR = "2020",
        PAGES = "3123-3131",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116897"}

@inproceedings{bb120668,
        AUTHOR = "Mordido, G. and van Keirsbilck, M. and Keller, A.",
        TITLE = "Monte Carlo Gradient Quantization",
        BOOKTITLE = EDLCV20,
        YEAR = "2020",
        PAGES = "3087-3095",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116898"}

@inproceedings{bb120669,
        AUTHOR = "Wiedemann, S. and Mehari, T. and Kepp, K. and Samek, W.",
        TITLE = "Dithered backprop: A sparse and quantized backpropagation algorithm
for more efficient deep neural network training",
        BOOKTITLE = EDLCV20,
        YEAR = "2020",
        PAGES = "3096-3104",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116899"}

@inproceedings{bb120670,
        AUTHOR = "Jiang, W. and Wang, W. and Liu, S.",
        TITLE = "Structured Weight Unification and Encoding for Neural Network
Compression and Acceleration",
        BOOKTITLE = EDLCV20,
        YEAR = "2020",
        PAGES = "3068-3076",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116900"}

@inproceedings{bb120671,
        AUTHOR = "Yang, H. and Gui, S. and Zhu, Y. and Liu, J.",
        TITLE = "Automatic Neural Network Compression by Sparsity-Quantization Joint
Learning: A Constrained Optimization-Based Approach",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "2175-2185",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116901"}

@inproceedings{bb120672,
        AUTHOR = "Dong, Z. and Yao, Z. and Gholami, A. and Mahoney, M. and Keutzer, K.",
        TITLE = "HAWQ: Hessian AWare Quantization of Neural Networks With
Mixed-Precision",
        BOOKTITLE = ICCV19,
        YEAR = "2019",
        PAGES = "293-302",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116902"}

@inproceedings{bb120673,
        AUTHOR = "Yang, J. and Shen, X. and Xing, J. and Tian, X.M. and Li, H.Q.A. and Deng, B. and Huang, J.Q. and Hua, X.S.",
        TITLE = "Quantization Networks",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "7300-7308",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116903"}

@inproceedings{bb120674,
        AUTHOR = "Cao, S.J. and Ma, L.X. and Xiao, W.C. and Zhang, C. and Liu, Y.X. and Zhang, L.T. and Nie, L.S. and Yang, Z.",
        TITLE = "SeerNet: Predicting Convolutional Neural Network Feature-Map Sparsity
Through Low-Bit Quantization",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "11208-11217",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116904"}

@inproceedings{bb120675,
        AUTHOR = "Jung, S. and Son, C.Y. and Lee, S. and Son, J. and Han, J.J. and Kwak, Y. and Hwang, S.J. and Choi, C.K.",
        TITLE = "Learning to Quantize Deep Networks by Optimizing Quantization Intervals
With Task Loss",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "4345-4354",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116905"}

@inproceedings{bb120676,
        AUTHOR = "Mitschke, N. and Heizmann, M. and Noffz, K. and Wittmann, R.",
        TITLE = "A Fixed-Point Quantization Technique for Convolutional Neural
Networks Based on Weight Scaling",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "3836-3840",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116906"}

@inproceedings{bb120677,
        AUTHOR = "Ajanthan, T. and Dokania, P. and Hartley, R. and Torr, P.H.S.",
        TITLE = "Proximal Mean-Field for Neural Network Quantization",
        BOOKTITLE = ICCV19,
        YEAR = "2019",
        PAGES = "4870-4879",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116907"}

@inproceedings{bb120678,
        AUTHOR = "Gong, R. and Liu, X. and Jiang, S. and Li, T. and Hu, P. and Lin, J. and Yu, F. and Yan, J.",
        TITLE = "Differentiable Soft Quantization:
Bridging Full-Precision and Low-Bit Neural Networks",
        BOOKTITLE = ICCV19,
        YEAR = "2019",
        PAGES = "4851-4860",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116908"}

@inproceedings{bb120679,
        AUTHOR = "Choukroun, Y. and Kravchik, E. and Yang, F. and Kisilev, P.",
        TITLE = "Low-bit Quantization of Neural Networks for Efficient Inference",
        BOOKTITLE = CEFRL19,
        YEAR = "2019",
        PAGES = "3009-3018",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116909"}

@inproceedings{bb120680,
        AUTHOR = "Hu, Y. and Li, J. and Long, X. and Hu, S. and Zhu, J. and Wang, X. and Gu, Q.",
        TITLE = "Cluster Regularized Quantization for Deep Networks Compression",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "914-918",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116910"}

@inproceedings{bb120681,
        AUTHOR = "Manessi, F. and Rozza, A. and Bianco, S. and Napoletano, P. and Schettini, R.",
        TITLE = "Automated Pruning for Deep Neural Network Compression",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "657-664",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116911"}

@inproceedings{bb120682,
        AUTHOR = "Zhuang, B. and Shen, C. and Tan, M. and Liu, L. and Reid, I.D.",
        TITLE = "Towards Effective Low-Bitwidth Convolutional Neural Networks",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "7920-7928",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116912"}

@inproceedings{bb120683,
        AUTHOR = "Faraone, J. and Fraser, N. and Blott, M. and Leong, P.H.W.",
        TITLE = "SYQ: Learning Symmetric Quantization for Efficient Deep Neural
Networks",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "4300-4309",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116913"}

@inproceedings{bb120684,
        AUTHOR = "Frickenstein, A. and Unger, C. and Stechele, W.",
        TITLE = "Resource-Aware Optimization of DNNs for Embedded Applications",
        BOOKTITLE = CRV19,
        YEAR = "2019",
        PAGES = "17-24",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT116914"}

@article{bb120685,
        AUTHOR = "Chung, F.L. and Wang, S. and Deng, Z. and Hu, D.",
        TITLE = "CATSMLP: Toward a Robust and Interpretable Multilayer Perceptron With
Sigmoid Activation Functions",
        JOURNAL = SMC-B,
        VOLUME = "36",
        YEAR = "2006",
        NUMBER = "6",
        MONTH = "December",
        PAGES = "1319-1331",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT116915"}

@article{bb120686,
        AUTHOR = "Peharz, R. and Gens, R. and Pernkopf, F. and Domingos, P.",
        TITLE = "On the Latent Variable Interpretation in Sum-Product Networks",
        JOURNAL = PAMI,
        VOLUME = "39",
        YEAR = "2017",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "2030-2044",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT116916"}

@article{bb120687,
        AUTHOR = "Mopuri, K.R. and Garg, U. and Babu, R.V.",
        TITLE = "CNN Fixations: An Unraveling Approach to Visualize the Discriminative
Image Regions",
        JOURNAL = IP,
        VOLUME = "28",
        YEAR = "2019",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "2116-2125",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT116917"}

@article{bb120688,
        AUTHOR = "Kuo, C.C.J. and Zhang, M. and Li, S. and Duan, J. and Chen, Y.",
        TITLE = "Interpretable convolutional neural networks via feedforward design",
        JOURNAL = JVCIR,
        VOLUME = "60",
        YEAR = "2019",
        PAGES = "346-359",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT116918"}

@inproceedings{bb120689,
        AUTHOR = "Chen, Y. and Yang, Y. and Wang, W. and Kuo, C.C.J.",
        TITLE = "Ensembles of Feedforward-Designed Convolutional Neural Networks",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "3796-3800",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT116919"}

@inproceedings{bb120690,
        AUTHOR = "Chen, Y. and Yang, Y. and Zhang, M. and Kuo, C.C.J.",
        TITLE = "Semi-Supervised Learning Via Feedforward-Designed Convolutional
Neural Networks",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "365-369",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT116920"}

@article{bb120691,
        AUTHOR = "Li, H. and Tian, Y. and Mueller, K. and Chen, X.",
        TITLE = "Beyond saliency: Understanding convolutional neural networks from
saliency prediction on layer-wise relevance propagation",
        JOURNAL = IVC,
        VOLUME = "83-84",
        YEAR = "2019",
        PAGES = "70-86",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT116921"}

@article{bb120692,
        AUTHOR = "Fan, C.X. and Li, Y. and Tian, L. and Li, Y.",
        TITLE = "Rectifying Transformation Networks for Transformation-Invariant
Representations with Power Law",
        JOURNAL = IEICE,
        VOLUME = "E102-D",
        YEAR = "2019",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "675-679",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT116922"}

@article{bb120693,
        AUTHOR = "Cao, C.S. and Huang, Y.Z. and Yang, Y. and Wang, L. and Wang, Z.L. and Tan, T.N.",
        TITLE = "Feedback Convolutional Neural Network for Visual Localization and
Segmentation",
        JOURNAL = PAMI,
        VOLUME = "41",
        YEAR = "2019",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "1627-1640",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT116923"}

@article{bb120694,
        AUTHOR = "Zhou, B. and Bau, D. and Oliva, A. and Torralba, A.",
        TITLE = "Interpreting Deep Visual Representations via Network Dissection",
        JOURNAL = PAMI,
        VOLUME = "41",
        YEAR = "2019",
        NUMBER = "9",
        MONTH = "Sep",
        PAGES = "2131-2145",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT116924"}

@article{bb120695,
        AUTHOR = "Liu, R.S. and Cheng, S.C. and Ma, L. and Fan, X. and Luo, Z.X.",
        TITLE = "Deep Proximal Unrolling:
Algorithmic Framework, Convergence Analysis and Applications",
        JOURNAL = IP,
        VOLUME = "28",
        YEAR = "2019",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "5013-5026",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT116925"}

@article{bb120696,
        AUTHOR = "Cui, X.R. and Wang, D. and Wang, Z.J.",
        TITLE = "Multi-Scale Interpretation Model for Convolutional Neural Networks:
Building Trust Based on Hierarchical Interpretation",
        JOURNAL = MultMed,
        VOLUME = "21",
        YEAR = "2019",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "2263-2276",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT116926"}

@article{bb120697,
        AUTHOR = "Wang, W. and Zhu, L. and Guo, B.",
        TITLE = "Reliable identification of redundant kernels for convolutional neural
network compression",
        JOURNAL = JVCIR,
        VOLUME = "63",
        YEAR = "2019",
        PAGES = "102582",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT116927"}

@article{bb120698,
        AUTHOR = "Hu, S.X. and Zagoruyko, S. and Komodakis, N.",
        TITLE = "Exploring weight symmetry in deep neural networks",
        JOURNAL = CVIU,
        VOLUME = "187",
        YEAR = "2019",
        PAGES = "102786",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT116928"}

@article{bb120699,
        AUTHOR = "Selvaraju, R.R. and Cogswell, M. and Das, A. and Vedantam, R. and Parikh, D. and Batra, D.",
        TITLE = "Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based
Localization",
        JOURNAL = IJCV,
        VOLUME = "128",
        YEAR = "2020",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "336-359",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT116929"}

Last update:Oct 20, 2021 at 09:45:26