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        TITLE = "Flex-Convolution",
        BOOKTITLE = ACCV18,
        YEAR = "2018",
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@inproceedings{bb114401,
        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",
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        YEAR = "2018",
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@inproceedings{bb114402,
        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{bb114403,
        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",
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@inproceedings{bb114404,
        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",
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@inproceedings{bb114405,
        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#TT110708"}

@inproceedings{bb114406,
        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#TT110709"}

@inproceedings{bb114407,
        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#TT110710"}

@inproceedings{bb114408,
        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#TT110711"}

@inproceedings{bb114409,
        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#TT110712"}

@inproceedings{bb114410,
        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#TT110713"}

@inproceedings{bb114411,
        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#TT110714"}

@inproceedings{bb114412,
        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#TT110715"}

@inproceedings{bb114413,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110716"}

@inproceedings{bb114414,
        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#TT110717"}

@inproceedings{bb114415,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110718"}

@inproceedings{bb114416,
        AUTHOR = "Kim, E. and Ahn, C. and Oh, S.",
        TITLE = "NestedNet: Learning Nested Sparse Structures in Deep Neural Networks",
        BOOKTITLE = CVPR18,
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@inproceedings{bb114417,
        AUTHOR = "Bulo, S.R. and Porzi, L. and Kontschieder, P.",
        TITLE = "In-place Activated BatchNorm for Memory-Optimized Training of DNNs",
        BOOKTITLE = CVPR18,
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@inproceedings{bb114418,
        AUTHOR = "Zhang, D.",
        TITLE = "clcNet: Improving the Efficiency of Convolutional Neural Network
Using Channel Local Convolutions",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110721"}

@inproceedings{bb114419,
        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,
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@inproceedings{bb114420,
        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",
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@inproceedings{bb114421,
        AUTHOR = "Shazeer, N. and Fatahalian, K. and Mark, W.R. and Mullapudi, R.T.",
        TITLE = "HydraNets: Specialized Dynamic Architectures for Efficient Inference",
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@inproceedings{bb114422,
        AUTHOR = "Rebuffi, S. and Vedaldi, A. and Bilen, H.",
        TITLE = "Efficient Parametrization of Multi-domain Deep Neural Networks",
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        YEAR = "2018",
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@inproceedings{bb114423,
        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
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@inproceedings{bb114424,
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@inproceedings{bb114425,
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@inproceedings{bb114426,
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@inproceedings{bb114427,
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@inproceedings{bb114428,
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@inproceedings{bb114429,
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@inproceedings{bb114430,
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@inproceedings{bb114431,
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@inproceedings{bb114432,
        AUTHOR = "Elordi, U. and Unzueta, L. and Arganda Carreras, I. and Otaegui, O.",
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Limited Resources?",
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@inproceedings{bb114434,
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@inproceedings{bb114436,
        AUTHOR = "Huang, G. and Sun, Y. and Liu, Z. and Sedra, D. and Weinberger, K.Q.",
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@inproceedings{bb114438,
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@inproceedings{bb114439,
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@inproceedings{bb114440,
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@inproceedings{bb114441,
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@inproceedings{bb114442,
        AUTHOR = "Kuen, J. and Kong, X.F. and Wang, G. and Tan, Y.P.",
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@inproceedings{bb114443,
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@inproceedings{bb114445,
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@inproceedings{bb114446,
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Efficient Hardware Acceleration",
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@inproceedings{bb114448,
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@inproceedings{bb114451,
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@inproceedings{bb114452,
        AUTHOR = "Karmakar, P. and Teng, S.W. and Lu, G. and Zhang, D.",
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@inproceedings{bb114453,
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@inproceedings{bb114454,
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@inproceedings{bb114455,
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@inproceedings{bb114456,
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@inproceedings{bb114457,
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@inproceedings{bb114458,
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@inproceedings{bb114459,
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@inproceedings{bb114460,
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@inproceedings{bb114461,
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@inproceedings{bb114462,
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