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        AUTHOR = "Kim, H. and Khan, M.U.K. and Kyung, C.M.",
        TITLE = "Efficient Neural Network Compression",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "12561-12569",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155662"}

@inproceedings{bb159801,
        AUTHOR = "Minnehan, B. and Savakis, A.",
        TITLE = "Cascaded Projection: End-To-End Network Compression and Acceleration",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "10707-10716",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155663"}

@inproceedings{bb159802,
        AUTHOR = "Lin, Y.H. and Chou, C.N. and Chang, E.Y.",
        TITLE = "MBS: Macroblock Scaling for CNN Model Reduction",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "9109-9117",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155664"}

@inproceedings{bb159803,
        AUTHOR = "Gao, Y. and Ma, J.Y. and Zhao, M.B. and Liu, W. and Yuille, A.L.",
        TITLE = "NDDR-CNN: Layerwise Feature Fusing in Multi-Task CNNs by Neural
Discriminative Dimensionality Reduction",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "3200-3209",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155665"}

@inproceedings{bb159804,
        AUTHOR = "Wang, H.Y. and Kembhavi, A. and Farhadi, A. and Yuille, A.L. and Rastegari, M.",
        TITLE = "ELASTIC: Improving CNNs With Dynamic Scaling Policies",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "2253-2262",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155666"}

@inproceedings{bb159805,
        AUTHOR = "Yang, H.C. and Zhu, Y.H. 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#TT155667"}

@inproceedings{bb159806,
        AUTHOR = "Gong, L.Y. 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#TT155668"}

@inproceedings{bb159807,
        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#TT155669"}

@inproceedings{bb159808,
        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#TT155670"}

@inproceedings{bb159809,
        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#TT155671"}

@inproceedings{bb159810,
        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#TT155672"}

@inproceedings{bb159811,
        AUTHOR = "Li, T.H. and Wu, B.Y. and Yang, Y.J. and Fan, Y.B. 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#TT155673"}

@inproceedings{bb159812,
        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#TT155674"}

@inproceedings{bb159813,
        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#TT155675"}

@inproceedings{bb159814,
        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#TT155676"}

@inproceedings{bb159815,
        AUTHOR = "Li, Y.C. and Lin, S.H. and Zhang, B.C. and Liu, J.Z. and Doermann, D. and Wu, Y.J. 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#TT155677"}

@inproceedings{bb159816,
        AUTHOR = "Zhao, R. and Hu, Y.W. 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#TT155678"}

@inproceedings{bb159817,
        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#TT155679"}

@inproceedings{bb159818,
        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#TT155680"}

@inproceedings{bb159819,
        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#TT155681"}

@inproceedings{bb159820,
        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#TT155682"}

@inproceedings{bb159821,
        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#TT155683"}

@inproceedings{bb159822,
        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",
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@inproceedings{bb159823,
        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",
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@inproceedings{bb159824,
        AUTHOR = "Choi, Y. and Choi, J. and Moon, H. and Lee, J. and Chang, J.",
        TITLE = "Accelerating Framework for Simultaneous Optimization of Model
Architectures and Training Hyperparameters",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "3831-3835",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155686"}

@inproceedings{bb159825,
        AUTHOR = "Zhe, W. and Lin, J. and Chandrasekhar, V. and Girod, B.",
        TITLE = "Optimizing the Bit Allocation for Compression of Weights and
Activations of Deep Neural Networks",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "3826-3830",
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@inproceedings{bb159826,
        AUTHOR = "Lei, X. and Liu, L. and Zhou, Z. and Sun, H. and Zheng, N.",
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Embedded Computing Systems",
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        PAGES = "4180-4184",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155688"}

@inproceedings{bb159827,
        AUTHOR = "Geng, X. and Lin, J. and Zhao, B. and Kong, A. and Aly, M.M.S. and Chandrasekhar, V.",
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        PAGES = "IV:107-122",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155689"}

@inproceedings{bb159828,
        AUTHOR = "Groh, F. and Wieschollek, P. and Lensch, H.P.A.",
        TITLE = "Flex-Convolution",
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        YEAR = "2018",
        PAGES = "I:105-122",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155690"}

@inproceedings{bb159829,
        AUTHOR = "Yang, L. and Song, Q. and Li, Z.X. and Wu, Y.Q. and Li, X.J. and Hu, M.J.",
        TITLE = "Cross Connected Network for Efficient Image Recognition",
        BOOKTITLE = ACCV18,
        YEAR = "2018",
        PAGES = "I:56-71",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155691"}

@inproceedings{bb159830,
        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",
        BOOKTITLE = PerceptualRest18,
        YEAR = "2018",
        PAGES = "V:288-314",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155692"}

@inproceedings{bb159831,
        AUTHOR = "Li, X. and Zhang, S. and Jiang, B. and Qi, Y. and Chuah, M.C. and Bi, N.",
        TITLE = "DAC: Data-Free Automatic Acceleration of Convolutional Networks",
        BOOKTITLE = WACV19,
        YEAR = "2019",
        PAGES = "1598-1606",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155693"}

@inproceedings{bb159832,
        AUTHOR = "He, Y. and Liu, X. and Zhong, H. and Ma, Y.",
        TITLE = "AddressNet: Shift-Based Primitives for Efficient Convolutional Neural
Networks",
        BOOKTITLE = WACV19,
        YEAR = "2019",
        PAGES = "1213-1222",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155694"}

@inproceedings{bb159833,
        AUTHOR = "He, Z.Z. and Gong, B.Q. and Fan, D.L.",
        TITLE = "Optimize Deep Convolutional Neural Network with Ternarized Weights
and High Accuracy",
        BOOKTITLE = WACV19,
        YEAR = "2019",
        PAGES = "913-921",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155695"}

@inproceedings{bb159834,
        AUTHOR = "Bicici, U.C. and Keskin, C. and Akarun, L.",
        TITLE = "Conditional Information Gain Networks",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "1390-1395",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155696"}

@inproceedings{bb159835,
        AUTHOR = "Aldana, R. and Campos Macias, L. and Zamora, J. and Gomez Gutierrez, D. and Cruz, A.",
        TITLE = "Dynamic Learning Rate for Neural Networks:
A Fixed-Time Stability Approach",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "1378-1383",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155697"}

@inproceedings{bb159836,
        AUTHOR = "Kung, H.T. and McDanel, B. and Zhang, S.Q.",
        TITLE = "Adaptive Tiling: Applying Fixed-size Systolic Arrays To Sparse
Convolutional Neural Networks",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "1006-1011",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155698"}

@inproceedings{bb159837,
        AUTHOR = "Grelsson, B. and Felsberg, M.",
        TITLE = "Improved Learning in Convolutional Neural Networks with Shifted
Exponential Linear Units (ShELUs)",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "517-522",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155699"}

@inproceedings{bb159838,
        AUTHOR = "Zheng, W. and Zhang, Z.",
        TITLE = "Accelerating the Classification of Very Deep Convolutional Network by
A Cascading Approach",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "355-360",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155700"}

@inproceedings{bb159839,
        AUTHOR = "Zhong, G. and Yao, H. and Zhou, H.",
        TITLE = "Merging Neurons for Structure Compression of Deep Networks",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "1462-1467",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155701"}

@inproceedings{bb159840,
        AUTHOR = "Bhowmik, P. and Pantho, M.J.H. and Asadinia, M. and Bobda, C.",
        TITLE = "Design of a Reconfigurable 3D Pixel-Parallel Neuromorphic
Architecture for Smart Image Sensor",
        BOOKTITLE = ECVW18,
        YEAR = "2018",
        PAGES = "786-7868",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155702"}

@inproceedings{bb159841,
        AUTHOR = "Aggarwal, V. and Wang, W.L. and Eriksson, B. and Sun, Y.F. and Wan, W.Q.",
        TITLE = "Wide Compression: Tensor Ring Nets",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "9329-9338",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155703"}

@inproceedings{bb159842,
        AUTHOR = "Ren, M.Y. and Pokrovsky, A. and Yang, B. and Urtasun, R.",
        TITLE = "SBNet: Sparse Blocks Network for Fast Inference",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "8711-8720",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155704"}

@inproceedings{bb159843,
        AUTHOR = "Xie, G.T. and Wang, J.D. and Zhang, T. and Lai, J.H. and Hong, R.C. and Qi, G.J.",
        TITLE = "Interleaved Structured Sparse Convolutional Neural Networks",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "8847-8856",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155705"}

@inproceedings{bb159844,
        AUTHOR = "Kim, E. and Ahn, C. and Oh, S.H.",
        TITLE = "NestedNet: Learning Nested Sparse Structures in Deep Neural Networks",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "8669-8678",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155706"}

@inproceedings{bb159845,
        AUTHOR = "Bulo, S.R. and Porzi, L. and Kontschieder, P.",
        TITLE = "In-place Activated BatchNorm for Memory-Optimized Training of DNNs",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "5639-5647",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155707"}

@inproceedings{bb159846,
        AUTHOR = "Zhang, D.",
        TITLE = "clcNet: Improving the Efficiency of Convolutional Neural Network
Using Channel Local Convolutions",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "7912-7919",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155708"}

@inproceedings{bb159847,
        AUTHOR = "Kuen, J. and Kong, X. and Lin, Z. and Wang, G. and Yin, J. and See, S. and Tan, Y.",
        TITLE = "Stochastic Downsampling for Cost-Adjustable Inference and Improved
Regularization in Convolutional Networks",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "7929-7938",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155709"}

@inproceedings{bb159848,
        AUTHOR = "Shazeer, N. and Fatahalian, K. and Mark, W.R. and Mullapudi, R.T.",
        TITLE = "HydraNets: Specialized Dynamic Architectures for Efficient Inference",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "8080-8089",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155710"}

@inproceedings{bb159849,
        AUTHOR = "Rebuffi, S. and Vedaldi, A. and Bilen, H.",
        TITLE = "Efficient Parametrization of Multi-domain Deep Neural Networks",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "8119-8127",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155711"}

@inproceedings{bb159850,
        AUTHOR = "Cao, S. and Liu, Y.Z. and Zhou, C.X. and Sun, Q.S. and Pongsak, L.S. and Shen, S.M.",
        TITLE = "ThinNet: An Efficient Convolutional Neural Network for Object
Detection",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "836-841",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155712"}

@inproceedings{bb159851,
        AUTHOR = "Kobayashi, T.",
        TITLE = "t-vMF Similarity For Regularizing Intra-Class Feature Distribution",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "6612-6621",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155713"}

@inproceedings{bb159852,
        AUTHOR = "Kobayashi, T.",
        TITLE = "Analyzing Filters Toward Efficient ConvNet",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "5619-5628",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155714"}

@inproceedings{bb159853,
        AUTHOR = "Chou, Y. and Chan, Y. and Lee, J. and Chiu, C. and Chen, C.",
        TITLE = "Merging Deep Neural Networks for Mobile Devices",
        BOOKTITLE = EfficientDeep18,
        YEAR = "2018",
        PAGES = "1767-17678",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155715"}

@inproceedings{bb159854,
        AUTHOR = "Ma, N.N. and Zhang, X.Y. and Zheng, H.T. and Sun, J.",
        TITLE = "ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture
Design",
        BOOKTITLE = ECCV18,
        YEAR = "2018",
        PAGES = "XIV: 122-138",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155716"}

@inproceedings{bb159855,
        AUTHOR = "Zhang, X.Y. and Zhou, X. and Lin, M. and Sun, J.",
        TITLE = "ShuffleNet: An Extremely Efficient Convolutional Neural Network for
Mobile Devices",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "6848-6856",
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@inproceedings{bb159856,
        AUTHOR = "Prabhu, A. and Varma, G. and Namboodiri, A.",
        TITLE = "Deep Expander Networks: Efficient Deep Networks from Graph Theory",
        BOOKTITLE = ECCV18,
        YEAR = "2018",
        PAGES = "XIII: 20-36",
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@inproceedings{bb159857,
        AUTHOR = "Freeman, I. and Roese Koerner, L. and Kummert, A.",
        TITLE = "Effnet: An Efficient Structure for Convolutional Neural Networks",
        BOOKTITLE = ICIP18,
        YEAR = "2018",
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@inproceedings{bb159858,
        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?",
        BOOKTITLE = AMDO18,
        YEAR = "2018",
        PAGES = "24-33",
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@inproceedings{bb159859,
        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",
        PAGES = "I:117-129",
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@inproceedings{bb159860,
        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{bb159861,
        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{bb159862,
        AUTHOR = "Huang, G. and Sun, Y. and Liu, Z. and Sedra, D. and Weinberger, K.Q.",
        TITLE = "Deep Networks with Stochastic Depth",
        BOOKTITLE = ECCV16,
        YEAR = "2016",
        PAGES = "IV: 646-661",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155724"}

@inproceedings{bb159863,
        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",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155725"}

@inproceedings{bb159864,
        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",
        PAGES = "603-608",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155726"}

@inproceedings{bb159865,
        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,
        YEAR = "2018",
        PAGES = "1784-17847",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155727"}

@inproceedings{bb159866,
        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",
        BOOKTITLE = ECCV18,
        YEAR = "2018",
        PAGES = "XII: 158-174",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155728"}

@inproceedings{bb159867,
        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",
        BOOKTITLE = CEFR-LCV17,
        YEAR = "2017",
        PAGES = "958-966",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155729"}

@inproceedings{bb159868,
        AUTHOR = "Singh, A. and Kingsbury, N.G.",
        TITLE = "Efficient Convolutional Network Learning Using Parametric Log Based
Dual-Tree Wavelet ScatterNet",
        BOOKTITLE = CEFR-LCV17,
        YEAR = "2017",
        PAGES = "1140-1147",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155730"}

@inproceedings{bb159869,
        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,
        YEAR = "2017",
        PAGES = "2755-2763",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155731"}

@inproceedings{bb159870,
        AUTHOR = "Ioannou, Y. and Robertson, D. and Cipolla, R. and Criminisi, A.",
        TITLE = "Deep Roots: Improving CNN Efficiency with Hierarchical Filter Groups",
        BOOKTITLE = CVPR17,
        YEAR = "2017",
        PAGES = "5977-5986",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155732"}

@inproceedings{bb159871,
        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",
        BOOKTITLE = ECVW17,
        YEAR = "2017",
        PAGES = "344-352",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155733"}

@inproceedings{bb159872,
        AUTHOR = "Zhang, X. and Li, Z. and Loy, C.C. and Lin, D.",
        TITLE = "PolyNet: A Pursuit of Structural Diversity in Very Deep Networks",
        BOOKTITLE = CVPR17,
        YEAR = "2017",
        PAGES = "3900-3908",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155734"}

@inproceedings{bb159873,
        AUTHOR = "Yan, S.",
        TITLE = "Keynotes: Deep learning for visual understanding:
Effectiveness vs. efficiency",
        BOOKTITLE = VCIP16,
        YEAR = "2016",
        PAGES = "1-1",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155735"}

@inproceedings{bb159874,
        AUTHOR = "Karmakar, P. and Teng, S.W. and Zhang, D. and Liu, Y. and Lu, G.",
        TITLE = "Improved Tamura Features for Image Classification Using Kernel Based
Descriptors",
        BOOKTITLE = DICTA17,
        YEAR = "2017",
        PAGES = "1-7",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155736"}

@inproceedings{bb159875,
        AUTHOR = "Karmakar, P. and Teng, S.W. and Zhang, D. and Liu, Y. and Lu, G.",
        TITLE = "Improved Kernel Descriptors for Effective and Efficient Image
Classification",
        BOOKTITLE = DICTA17,
        YEAR = "2017",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155737"}

@inproceedings{bb159876,
        AUTHOR = "Karmakar, P. and Teng, S.W. and Zhang, D. and Liu, Y. and Lu, G.",
        TITLE = "Combining Pyramid Match Kernel and Spatial Pyramid for Image
Classification",
        BOOKTITLE = DICTA16,
        YEAR = "2016",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155738"}

@inproceedings{bb159877,
        AUTHOR = "Karmakar, P. and Teng, S.W. and Lu, G. and Zhang, D.",
        TITLE = "Rotation Invariant Spatial Pyramid Matching for Image Classification",
        BOOKTITLE = DICTA15,
        YEAR = "2015",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155739"}

@inproceedings{bb159878,
        AUTHOR = "Opitz, M. and Possegger, H. and Bischof, H.",
        TITLE = "Efficient Model Averaging for Deep Neural Networks",
        BOOKTITLE = ACCV16,
        YEAR = "2016",
        PAGES = "II: 205-220",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155740"}

@inproceedings{bb159879,
        AUTHOR = "Zhang, Z.M. and Chen, Y.T. and Saligrama, V.",
        TITLE = "Efficient Training of Very Deep Neural Networks for Supervised
Hashing",
        BOOKTITLE = CVPR16,
        YEAR = "2016",
        PAGES = "1487-1495",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155741"}

@inproceedings{bb159880,
        AUTHOR = "Smith, L.N.",
        TITLE = "Cyclical Learning Rates for Training Neural Networks",
        BOOKTITLE = WACV17,
        YEAR = "2017",
        PAGES = "464-472",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155742"}

@inproceedings{bb159881,
        AUTHOR = "Cardona Escobar, A.F. and Giraldo Forero, A.F. and Castro Ospina, A.E. and Jaramillo Garzon, J.A.",
        TITLE = "Efficient Hyperparameter Optimization in Convolutional Neural Networks
by Learning Curves Prediction",
        BOOKTITLE = CIARP17,
        YEAR = "2017",
        PAGES = "143-151",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155743"}

@inproceedings{bb159882,
        AUTHOR = "Smith, L.N. and Hand, E.M. and Doster, T.",
        TITLE = "Gradual DropIn of Layers to Train Very Deep Neural Networks",
        BOOKTITLE = CVPR16,
        YEAR = "2016",
        PAGES = "4763-4771",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155744"}

@inproceedings{bb159883,
        AUTHOR = "Pasquet, J. and Chaumont, M. and Subsol, G. and Derras, M.",
        TITLE = "Speeding-up a convolutional neural network by connecting an SVM
network",
        BOOKTITLE = ICIP16,
        YEAR = "2016",
        PAGES = "2286-2290",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155745"}

@inproceedings{bb159884,
        AUTHOR = "Park, W.S. and Kim, M.",
        TITLE = "CNN-based in-loop filtering for coding efficiency improvement",
        BOOKTITLE = IVMSP16,
        YEAR = "2016",
        PAGES = "1-5",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155746"}

@inproceedings{bb159885,
        AUTHOR = "Moons, B. and de Brabandere, B. and Van Gool, L.J. and Verhelst, M.",
        TITLE = "Energy-efficient ConvNets through approximate computing",
        BOOKTITLE = WACV16,
        YEAR = "2016",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155747"}

@inproceedings{bb159886,
        AUTHOR = "Li, N. and Takaki, S. and Tomiokay, Y. and Kitazawa, H.",
        TITLE = "A multistage dataflow implementation of a Deep Convolutional Neural
Network based on FPGA for high-speed object recognition",
        BOOKTITLE = Southwest16,
        YEAR = "2016",
        PAGES = "165-168",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155748"}

@inproceedings{bb159887,
        AUTHOR = "Hsu, F.C. and Gubbi, J. and Palaniswami, M.",
        TITLE = "Learning Efficiently- The Deep CNNs-Tree Network",
        BOOKTITLE = DICTA15,
        YEAR = "2015",
        PAGES = "1-7",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155749"}

@inproceedings{bb159888,
        AUTHOR = "Highlander, T. and Rodriguez, A.",
        TITLE = "Very Efficient Training of Convolutional Neural Networks using Fast
Fourier Transform and Overlap-and-Add",
        BOOKTITLE = BMVC15,
        YEAR = "2015",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155750"}

@inproceedings{bb159889,
        AUTHOR = "Zou, X.Y. and Xu, X.M. and Qing, C.M. and Xing, X.F.",
        TITLE = "High speed deep networks based on Discrete Cosine Transformation",
        BOOKTITLE = ICIP14,
        YEAR = "2014",
        PAGES = "5921-5925",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT155751"}

@article{bb159890,
        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",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT155752"}

@article{bb159891,
        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,
        VOLUME = "93",
        YEAR = "2020",
        PAGES = "103857",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT155753"}

@inproceedings{bb159892,
        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",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT155754"}

@article{bb159893,
        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#TT155755"}

@inproceedings{bb159894,
        AUTHOR = "Mittal, D. and Bhardwaj, S. and Khapra, M.M. and Ravindran, B.",
        TITLE = "Recovering from Random Pruning: On the Plasticity of Deep
Convolutional Neural Networks",
        BOOKTITLE = WACV18,
        YEAR = "2018",
        PAGES = "848-857",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT155756"}

@inproceedings{bb159895,
        AUTHOR = "Bhardwaj, S. and Srinivasan, M. and Khapra, M.M.",
        TITLE = "Efficient Video Classification Using Fewer Frames",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "354-363",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT155757"}

@article{bb159896,
        AUTHOR = "Yang, W.Z. and Jin, L.L. and Wang, S. and Cu, Z.C. and Chen, X.Y. and Chen, L.P.",
        TITLE = "Thinning of convolutional neural network with mixed pruning",
        JOURNAL = IET-IPR,
        VOLUME = "13",
        YEAR = "2019",
        NUMBER = "5",
        MONTH = "April",
        PAGES = "779-784",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT155758"}

@article{bb159897,
        AUTHOR = "Luo, J.H. and Zhang, H. and Zhou, H.Y. and Xie, C.W. and Wu, J.X. and Lin, W.Y.",
        TITLE = "ThiNet: Pruning CNN Filters for a Thinner Net",
        JOURNAL = PAMI,
        VOLUME = "41",
        YEAR = "2019",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "2525-2538",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT155759"}

@article{bb159898,
        AUTHOR = "Ide, H. and Kobayashi, T. and Watanabe, K. and Kurita, T.",
        TITLE = "Robust pruning for efficient CNNs",
        JOURNAL = PRL,
        VOLUME = "135",
        YEAR = "2020",
        PAGES = "90-98",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT155760"}

@article{bb159899,
        AUTHOR = "Kang, H.",
        TITLE = "Accelerator-Aware Pruning for Convolutional Neural Networks",
        JOURNAL = CirSysVideo,
        VOLUME = "30",
        YEAR = "2020",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "2093-2103",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT155761"}