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        TITLE = "Knowledge Distillation with Feature Maps for Image Classification",
        BOOKTITLE = ACCV18,
        YEAR = "2018",
        PAGES = "III:200-215",
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@inproceedings{bb113961,
        AUTHOR = "Groh, F. and Wieschollek, P. and Lensch, H.P.A.",
        TITLE = "Flex-Convolution",
        BOOKTITLE = ACCV18,
        YEAR = "2018",
        PAGES = "I:105-122",
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@inproceedings{bb113962,
        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",
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@inproceedings{bb113963,
        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",
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@inproceedings{bb113964,
        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,
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@inproceedings{bb113965,
        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",
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@inproceedings{bb113966,
        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",
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@inproceedings{bb113967,
        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#TT110276"}

@inproceedings{bb113968,
        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",
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@inproceedings{bb113969,
        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#TT110278"}

@inproceedings{bb113970,
        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#TT110279"}

@inproceedings{bb113971,
        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#TT110280"}

@inproceedings{bb113972,
        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#TT110281"}

@inproceedings{bb113973,
        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#TT110282"}

@inproceedings{bb113974,
        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#TT110283"}

@inproceedings{bb113975,
        AUTHOR = "Ren, M. 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#TT110284"}

@inproceedings{bb113976,
        AUTHOR = "Xie, G.T. and Wang, J.D. and Zhang, T. and Lai, J.H. and Hong, R. 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#TT110285"}

@inproceedings{bb113977,
        AUTHOR = "Kim, E. and Ahn, C. and Oh, S.",
        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#TT110286"}

@inproceedings{bb113978,
        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#TT110287"}

@inproceedings{bb113979,
        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#TT110288"}

@inproceedings{bb113980,
        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/pattern652eff1.html#TT110289"}

@inproceedings{bb113981,
        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#TT110290"}

@inproceedings{bb113982,
        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#TT110291"}

@inproceedings{bb113983,
        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#TT110292"}

@inproceedings{bb113984,
        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#TT110293"}

@inproceedings{bb113985,
        AUTHOR = "Kobayashi, T.",
        TITLE = "Analyzing Filters Toward Efficient ConvNet",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "5619-5628",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110294"}

@inproceedings{bb113986,
        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#TT110295"}

@inproceedings{bb113987,
        AUTHOR = "Zhang, Q. and Zhang, M. and Wang, M. and Sui, W. and Meng, C. and Yang, J. and Kong, W. and Cui, X. and Lin, W.",
        TITLE = "Efficient Deep Learning Inference Based on Model Compression",
        BOOKTITLE = EfficientDeep18,
        YEAR = "2018",
        PAGES = "1776-17767",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110296"}

@inproceedings{bb113988,
        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/pattern652eff1.html#TT110297"}

@inproceedings{bb113989,
        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#TT110298"}

@inproceedings{bb113990,
        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",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110299"}

@inproceedings{bb113991,
        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",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110300"}

@inproceedings{bb113992,
        AUTHOR = "Freeman, I. and Roese Koerner, L. and Kummert, A.",
        TITLE = "Effnet: An Efficient Structure for Convolutional Neural Networks",
        BOOKTITLE = ICIP18,
        YEAR = "2018",
        PAGES = "6-10",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110301"}

@inproceedings{bb113993,
        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",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110302"}

@inproceedings{bb113994,
        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",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110303"}

@inproceedings{bb113995,
        AUTHOR = "Veniat, T. and Denoyer, L.",
        TITLE = "Learning Time/Memory-Efficient Deep Architectures with Budgeted Super
Networks",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "3492-3500",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110304"}

@inproceedings{bb113996,
        AUTHOR = "Huang, G. and Liu, Z. and van der Maaten, L. and Weinberger, K.Q.",
        TITLE = "Densely Connected Convolutional Networks",
        BOOKTITLE = CVPR17,
        YEAR = "2017",
        PAGES = "2261-2269",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110305"}

@inproceedings{bb113997,
        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#TT110306"}

@inproceedings{bb113998,
        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#TT110307"}

@inproceedings{bb113999,
        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#TT110308"}

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