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        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/pattern652eff1.html#TT110304"}

@inproceedings{bb114001,
        AUTHOR = "Yang, H.C. and Zhu, Y. and Liu, J.",
        TITLE = "ECC: Platform-Independent Energy-Constrained Deep Neural Network
Compression via a Bilinear Regression Model",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "11198-11207",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110305"}

@inproceedings{bb114002,
        AUTHOR = "Gong, L. and Cheng, Q.A.",
        TITLE = "Exploiting Edge Features for Graph Neural Networks",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "9203-9211",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110306"}

@inproceedings{bb114003,
        AUTHOR = "Mehta, S. and Rastegari, M. and Shapiro, L. and Hajishirzi, H.",
        TITLE = "ESPNetv2: A Light-Weight, Power Efficient, and General Purpose
Convolutional Neural Network",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "9182-9192",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110307"}

@inproceedings{bb114004,
        AUTHOR = "Kossaifi, J. and Bulat, A. and Tzimiropoulos, G. and Pantic, M.",
        TITLE = "T-Net: Parametrizing Fully Convolutional Nets With a Single High-Order
Tensor",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "7814-7823",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110308"}

@inproceedings{bb114005,
        AUTHOR = "Chen, W.J. and Xie, D. and Zhang, Y. and Pu, S.L.",
        TITLE = "All You Need Is a Few Shifts: Designing Efficient Convolutional Neural
Networks for Image Classification",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "7234-7243",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110309"}

@inproceedings{bb114006,
        AUTHOR = "Georgiadis, G.",
        TITLE = "Accelerating Convolutional Neural Networks via Activation Map
Compression",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "7078-7088",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110310"}

@inproceedings{bb114007,
        AUTHOR = "Zhu, S.L. and Dong, X. and Su, H.",
        TITLE = "Binary Ensemble Neural Network: More Bits per Network or More Networks
per Bit?",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "4918-4927",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110311"}

@inproceedings{bb114008,
        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/pattern652eff1.html#TT110312"}

@inproceedings{bb114009,
        AUTHOR = "Li, T. and Wu, B.Y. and Yang, Y. and Fan, Y. and Zhang, Y. and Liu, W.",
        TITLE = "Compressing Convolutional Neural Networks via Factorized Convolutional
Filters",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "3972-3981",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110313"}

@inproceedings{bb114010,
        AUTHOR = "Kim, E. and Ahn, C. and Torr, P.H.S. and Oh, S.H.",
        TITLE = "Deep Virtual Networks for Memory Efficient Inference of Multiple Tasks",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "2705-2714",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110314"}

@inproceedings{bb114011,
        AUTHOR = "He, T. and Zhang, Z. and Zhang, H. and Zhang, Z.Y. and Xie, J.Y. and Li, M.",
        TITLE = "Bag of Tricks for Image Classification with Convolutional Neural
Networks",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "558-567",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110315"}

@inproceedings{bb114012,
        AUTHOR = "Wang, X.J. and Kan, M. and Shan, S.G. and Chen, X.L.",
        TITLE = "Fully Learnable Group Convolution for Acceleration of Deep Neural
Networks",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "9041-9050",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110316"}

@inproceedings{bb114013,
        AUTHOR = "Li, Y. and Lin, S.H. and Zhang, B.C. and Liu, J.Z. and Doermann, D. and Wu, Y. and Huang, F.Y. and Ji, R.R.",
        TITLE = "Exploiting Kernel Sparsity and Entropy for Interpretable CNN
Compression",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "2795-2804",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110317"}

@inproceedings{bb114014,
        AUTHOR = "Zhao, R. and Hu, Y. and Dotzel, J. and De Sa, C. and Zhang, Z.",
        TITLE = "Building Efficient Deep Neural Networks With Unitary Group Convolutions",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "11295-11304",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110318"}

@inproceedings{bb114015,
        AUTHOR = "Qiao, S.Y. and Lin, Z. and Zhang, J.M. and Yuille, A.L.",
        TITLE = "Neural Rejuvenation: Improving Deep Network Training by Enhancing
Computational Resource Utilization",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "61-71",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110319"}

@inproceedings{bb114016,
        AUTHOR = "Tagaris, T. and Sdraka, M. and Stafylopatis, A.",
        TITLE = "High-Resolution Class Activation Mapping",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "4514-4518",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110320"}

@inproceedings{bb114017,
        AUTHOR = "Lubana, E.S. and Dick, R.P. and Aggarwal, V. and Pradhan, P.M.",
        TITLE = "Minimalistic Image Signal Processing for Deep Learning Applications",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "4165-4169",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110321"}

@inproceedings{bb114018,
        AUTHOR = "Saha, A. and Ram, K.S. and Mukhopadhyay, J. and Das, P.P. and Patra, A.",
        TITLE = "Fitness Based Layer Rank Selection Algorithm for Accelerating CNNs by
Candecomp/Parafac (CP) Decompositions",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "3402-3406",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110322"}

@inproceedings{bb114019,
        AUTHOR = "Xu, D. and Lee, M.L. and Hsu, W.",
        TITLE = "Patch-Level Regularizer for Convolutional Neural Network",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "3232-3236",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110323"}

@inproceedings{bb114020,
        AUTHOR = "Yoshioka, K. and Lee, E. and Wong, S. and Horowitz, M.",
        TITLE = "Dataset Culling: Towards Efficient Training of Distillation-Based
Domain Specific Models",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "3237-3241",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110324"}

@inproceedings{bb114021,
        AUTHOR = "Kim, M. and Park, C. and Kim, S. and Hong, T. and Ro, W.W.",
        TITLE = "Efficient Dilated-Winograd Convolutional Neural Networks",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "2711-2715",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110325"}

@inproceedings{bb114022,
        AUTHOR = "Saporta, A. and Chen, Y. and Blot, M. and Cord, M.",
        TITLE = "Reve: Regularizing Deep Learning with Variational Entropy Bound",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "1610-1614",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110326"}

@inproceedings{bb114023,
        AUTHOR = "Banerjee, S. and Chakraborty, S.",
        TITLE = "Deepsub: A Novel Subset Selection Framework for Training Deep
Learning Architectures",
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        YEAR = "2019",
        PAGES = "1615-1619",
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@inproceedings{bb114024,
        AUTHOR = "Zhao, W. and Yi, R. and Liu, Y.",
        TITLE = "An Adaptive Filter for Deep Learning Networks on Large-Scale Point
Cloud",
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        YEAR = "2019",
        PAGES = "1620-1624",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110328"}

@inproceedings{bb114025,
        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/pattern652eff1.html#TT110329"}

@inproceedings{bb114026,
        AUTHOR = "Choi, Y. and Choi, J. and Moon, H. and Lee, J. and Chang, J.",
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        BOOKTITLE = ICIP19,
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        PAGES = "3831-3835",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110330"}

@inproceedings{bb114027,
        AUTHOR = "Zhe, W. and Lin, J. and Chandrasekhar, V. and Girod, B.",
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Activations of Deep Neural Networks",
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@inproceedings{bb114028,
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Embedded Computing Systems",
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@inproceedings{bb114029,
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@inproceedings{bb114030,
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        PAGES = "III:200-215",
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@inproceedings{bb114031,
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@inproceedings{bb114032,
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@inproceedings{bb114033,
        AUTHOR = "Ignatov, A. and Timofte, R. and Chou, W. and Wang, K. and Wu, M. and Hartley, T. and Van Gool, L.J.",
        TITLE = "AI Benchmark: Running Deep Neural Networks on Android Smartphones",
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        YEAR = "2018",
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@inproceedings{bb114034,
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@inproceedings{bb114035,
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        TITLE = "AddressNet: Shift-Based Primitives for Efficient Convolutional Neural
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@inproceedings{bb114036,
        AUTHOR = "He, Z.Z. and Gong, B.Q. and Fan, D.L.",
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and High Accuracy",
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@inproceedings{bb114037,
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@inproceedings{bb114038,
        AUTHOR = "Aldana, R. and Campos Macias, L. and Zamora, J. and Gomez Gutierrez, D. and Cruz, A.",
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A Fixed-Time Stability Approach",
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@inproceedings{bb114039,
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@inproceedings{bb114040,
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@inproceedings{bb114041,
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@inproceedings{bb114042,
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@inproceedings{bb114043,
        AUTHOR = "Bhowmik, P. and Pantho, M.J.H. and Asadinia, M. and Bobda, C.",
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Architecture for Smart Image Sensor",
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@inproceedings{bb114044,
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@inproceedings{bb114045,
        AUTHOR = "Ren, M. and Pokrovsky, A. and Yang, B. and Urtasun, R.",
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@inproceedings{bb114046,
        AUTHOR = "Xie, G.T. and Wang, J.D. and Zhang, T. and Lai, J.H. and Hong, R. and Qi, G.J.",
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@inproceedings{bb114047,
        AUTHOR = "Kim, E. and Ahn, C. and Oh, S.",
        TITLE = "NestedNet: Learning Nested Sparse Structures in Deep Neural Networks",
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@inproceedings{bb114048,
        AUTHOR = "Bulo, S.R. and Porzi, L. and Kontschieder, P.",
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@inproceedings{bb114049,
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        TITLE = "clcNet: Improving the Efficiency of Convolutional Neural Network
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@inproceedings{bb114050,
        AUTHOR = "Zhuang, B. and Shen, C. and Tan, M. and Liu, L. and Reid, I.D.",
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@inproceedings{bb114051,
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@inproceedings{bb114052,
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@inproceedings{bb114053,
        AUTHOR = "Rebuffi, S. and Vedaldi, A. and Bilen, H.",
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@inproceedings{bb114054,
        AUTHOR = "Cao, S. and Liu, Y.Z. and Zhou, C.X. and Sun, Q.S. and Pongsak, L.S. and Shen, S.M.",
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@inproceedings{bb114055,
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@inproceedings{bb114056,
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@inproceedings{bb114057,
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        TITLE = "Efficient Deep Learning Inference Based on Model Compression",
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@inproceedings{bb114058,
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@inproceedings{bb114059,
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@inproceedings{bb114060,
        AUTHOR = "Zhang, X.Y. and Zhou, X. and Lin, M. and Sun, J.",
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@inproceedings{bb114062,
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@inproceedings{bb114063,
        AUTHOR = "Elordi, U. and Unzueta, L. and Arganda Carreras, I. and Otaegui, O.",
        TITLE = "How Can Deep Neural Networks Be Generated Efficiently for Devices with
Limited Resources?",
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@inproceedings{bb114064,
        AUTHOR = "Lee, T.K. and Baddar, W.J. and Kim, S.T. and Ro, Y.M.",
        TITLE = "Convolution with Logarithmic Filter Groups for Efficient Shallow CNN",
        BOOKTITLE = MMMod18,
        YEAR = "2018",
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@inproceedings{bb114065,
        AUTHOR = "Veniat, T. and Denoyer, L.",
        TITLE = "Learning Time/Memory-Efficient Deep Architectures with Budgeted Super
Networks",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "3492-3500",
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@inproceedings{bb114066,
        AUTHOR = "Huang, G. and Liu, Z. and van der Maaten, L. and Weinberger, K.Q.",
        TITLE = "Densely Connected Convolutional Networks",
        BOOKTITLE = CVPR17,
        YEAR = "2017",
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@inproceedings{bb114067,
        AUTHOR = "Huang, G. and Sun, Y. and Liu, Z. and Sedra, D. and Weinberger, K.Q.",
        TITLE = "Deep Networks with Stochastic Depth",
        BOOKTITLE = ECCV16,
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@inproceedings{bb114068,
        AUTHOR = "Huang, G. and Liu, S.C. and van der Maaten, L. and Weinberger, K.Q.",
        TITLE = "CondenseNet: An Efficient DenseNet Using Learned Group Convolutions",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "2752-2761",
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@inproceedings{bb114069,
        AUTHOR = "Zhao, G. and Zhang, Z. and Guan, H. and Tang, P. and Wang, J.",
        TITLE = "Rethinking ReLU to Train Better CNNs",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110373"}

@inproceedings{bb114070,
        AUTHOR = "Chan, M. and Scarafoni, D. and Duarte, R. and Thornton, J. and Skelly, L.",
        TITLE = "Learning Network Architectures of Deep CNNs Under Resource
Constraints",
        BOOKTITLE = EfficientDeep18,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110374"}

@inproceedings{bb114071,
        AUTHOR = "Frickenstein, A. and Unger, C. and Stechele, W.",
        TITLE = "Resource-Aware Optimization of DNNs for Embedded Applications",
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@inproceedings{bb114072,
        AUTHOR = "Bhagoji, A.N. and He, W. and Li, B. and Song, D.",
        TITLE = "Practical Black-Box Attacks on Deep Neural Networks Using Efficient
Query Mechanisms",
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@inproceedings{bb114073,
        AUTHOR = "Kuen, J. and Kong, X.F. and Wang, G. and Tan, Y.P.",
        TITLE = "DelugeNets: Deep Networks with Efficient and Flexible Cross-Layer
Information Inflows",
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@inproceedings{bb114074,
        AUTHOR = "Singh, A. and Kingsbury, N.G.",
        TITLE = "Efficient Convolutional Network Learning Using Parametric Log Based
Dual-Tree Wavelet ScatterNet",
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@inproceedings{bb114075,
        AUTHOR = "Liu, Z. and Li, J. and Shen, Z. and Huang, G. and Yan, S. and Zhang, C.",
        TITLE = "Learning Efficient Convolutional Networks through Network Slimming",
        BOOKTITLE = ICCV17,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110379"}

@inproceedings{bb114076,
        AUTHOR = "Ioannou, Y. and Robertson, D. and Cipolla, R. and Criminisi, A.",
        TITLE = "Deep Roots: Improving CNN Efficiency with Hierarchical Filter Groups",
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@inproceedings{bb114077,
        AUTHOR = "Lin, J.H. and Xing, T. and Zhao, R. and Zhang, Z. and Srivastava, M. and Tu, Z. and Gupta, R.K.",
        TITLE = "Binarized Convolutional Neural Networks with Separable Filters for
Efficient Hardware Acceleration",
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@inproceedings{bb114078,
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@inproceedings{bb114079,
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Effectiveness vs. efficiency",
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Descriptors",
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        TITLE = "Improved Kernel Descriptors for Effective and Efficient Image
Classification",
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@inproceedings{bb114082,
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Classification",
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@inproceedings{bb114083,
        AUTHOR = "Karmakar, P. and Teng, S.W. and Lu, G. and Zhang, D.",
        TITLE = "Rotation Invariant Spatial Pyramid Matching for Image Classification",
        BOOKTITLE = DICTA15,
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@inproceedings{bb114084,
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        YEAR = "2016",
        PAGES = "II: 205-220",
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@inproceedings{bb114085,
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@inproceedings{bb114086,
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@inproceedings{bb114087,
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by Learning Curves Prediction",
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@inproceedings{bb114088,
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@inproceedings{bb114089,
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@inproceedings{bb114090,
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@inproceedings{bb114091,
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@inproceedings{bb114092,
        AUTHOR = "Li, N. and Takaki, S. and Tomiokay, Y. and Kitazawa, H.",
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Network based on FPGA for high-speed object recognition",
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        YEAR = "2016",
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@inproceedings{bb114093,
        AUTHOR = "Hsu, F.C. and Gubbi, J. and Palaniswami, M.",
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        YEAR = "2015",
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@inproceedings{bb114094,
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Fourier Transform and Overlap-and-Add",
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        YEAR = "2015",
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@inproceedings{bb114095,
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        TITLE = "High speed deep networks based on Discrete Cosine Transformation",
        BOOKTITLE = ICIP14,
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@article{bb114096,
        AUTHOR = "Chen, S. and Zhao, Q.",
        TITLE = "Shallowing Deep Networks: Layer-Wise Pruning Based on Feature
Representations",
        JOURNAL = PAMI,
        VOLUME = "41",
        YEAR = "2019",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "3048-3056",
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@article{bb114097,
        AUTHOR = "Singh, P. and Kadi, V.S.R. and Namboodiri, V.P.",
        TITLE = "FALF ConvNets: Fatuous auxiliary loss based filter-pruning for
efficient deep CNNs",
        JOURNAL = IVC,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT110401"}

@inproceedings{bb114098,
        AUTHOR = "Singh, P. and Kadi, V.S.R. and Verma, N. and Namboodiri, V.P.",
        TITLE = "Stability Based Filter Pruning for Accelerating Deep CNNs",
        BOOKTITLE = WACV19,
        YEAR = "2019",
        PAGES = "1166-1174",
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@article{bb114099,
        AUTHOR = "Mittal, D. and Bhardwaj, S. and Khapra, M.M. and Ravindran, B.",
        TITLE = "Studying the plasticity in deep convolutional neural networks using
random pruning",
        JOURNAL = MVA,
        VOLUME = "30",
        YEAR = "2019",
        NUMBER = "2",
        MONTH = "March",
        PAGES = "203-216",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT110403"}

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