@inproceedings{bb114400,
        AUTHOR = "Groh, F. and Wieschollek, P. and Lensch, H.P.A.",
        TITLE = "Flex-Convolution",
        BOOKTITLE = ACCV18,
        YEAR = "2018",
        PAGES = "I:105-122",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110703"}

@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",
        BOOKTITLE = ACCV18,
        YEAR = "2018",
        PAGES = "I:56-71",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110704"}

@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",
        BOOKTITLE = PerceptualRest18,
        YEAR = "2018",
        PAGES = "V:288-314",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110705"}

@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",
        BOOKTITLE = WACV19,
        YEAR = "2019",
        PAGES = "1598-1606",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110706"}

@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",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110707"}

@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",
        PAGES = "9329-9338",
        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",
        PAGES = "8847-8856",
        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,
        YEAR = "2018",
        PAGES = "8669-8678",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110719"}

@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,
        YEAR = "2018",
        PAGES = "5639-5647",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110720"}

@inproceedings{bb114418,
        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#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,
        YEAR = "2018",
        PAGES = "7920-7928",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110722"}

@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",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "7929-7938",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110723"}

@inproceedings{bb114421,
        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#TT110724"}

@inproceedings{bb114422,
        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#TT110725"}

@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
Detection",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "836-841",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110726"}

@inproceedings{bb114424,
        AUTHOR = "Kobayashi, T.",
        TITLE = "Analyzing Filters Toward Efficient ConvNet",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "5619-5628",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT110727"}

@inproceedings{bb114425,
        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#TT110728"}

@inproceedings{bb114426,
        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#TT110729"}

@inproceedings{bb114427,
        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#TT110730"}

@inproceedings{bb114428,
        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#TT110731"}

@inproceedings{bb114429,
        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#TT110732"}

@inproceedings{bb114430,
        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#TT110733"}

@inproceedings{bb114431,
        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#TT110734"}

@inproceedings{bb114432,
        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#TT110735"}

@inproceedings{bb114433,
        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#TT110736"}

@inproceedings{bb114434,
        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#TT110737"}

@inproceedings{bb114435,
        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#TT110738"}

@inproceedings{bb114436,
        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#TT110739"}

@inproceedings{bb114437,
        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#TT110740"}

@inproceedings{bb114438,
        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#TT110741"}

@inproceedings{bb114439,
        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#TT110742"}

@inproceedings{bb114440,
        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/pattern652eff1.html#TT110743"}

@inproceedings{bb114441,
        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#TT110744"}

@inproceedings{bb114442,
        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#TT110745"}

@inproceedings{bb114443,
        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#TT110746"}

@inproceedings{bb114444,
        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#TT110747"}

@inproceedings{bb114445,
        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#TT110748"}

@inproceedings{bb114446,
        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#TT110749"}

@inproceedings{bb114447,
        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#TT110750"}

@inproceedings{bb114448,
        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#TT110751"}

@inproceedings{bb114449,
        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#TT110752"}

@inproceedings{bb114450,
        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#TT110753"}

@inproceedings{bb114451,
        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#TT110754"}

@inproceedings{bb114452,
        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#TT110755"}

@inproceedings{bb114453,
        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#TT110756"}

@inproceedings{bb114454,
        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#TT110757"}

@inproceedings{bb114455,
        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#TT110758"}

@inproceedings{bb114456,
        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#TT110759"}

@inproceedings{bb114457,
        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#TT110760"}

@inproceedings{bb114458,
        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#TT110761"}

@inproceedings{bb114459,
        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#TT110762"}

@inproceedings{bb114460,
        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#TT110763"}

@inproceedings{bb114461,
        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#TT110764"}

@inproceedings{bb114462,
        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#TT110765"}

@inproceedings{bb114463,
        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#TT110766"}

@inproceedings{bb114464,
        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#TT110767"}

@article{bb114465,
        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#TT110768"}

@article{bb114466,
        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#TT110769"}

@inproceedings{bb114467,
        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#TT110770"}

@article{bb114468,
        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#TT110771"}

@inproceedings{bb114469,
        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#TT110772"}

@inproceedings{bb114470,
        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#TT110773"}

@article{bb114471,
        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#TT110774"}

@article{bb114472,
        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#TT110775"}

@article{bb114473,
        AUTHOR = "Tung, F. and Mori, G.",
        TITLE = "Deep Neural Network Compression by In-Parallel Pruning-Quantization",
        JOURNAL = PAMI,
        VOLUME = "42",
        YEAR = "2020",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "568-579",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT110776"}

@inproceedings{bb114474,
        AUTHOR = "Tung, F. and Mori, G.",
        TITLE = "CLIP-Q: Deep Network Compression Learning by In-parallel
Pruning-Quantization",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "7873-7882",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT110777"}

@article{bb114475,
        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#TT110778"}

@article{bb114476,
        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#TT110779"}

@article{bb114477,
        AUTHOR = "Tsai, C.Y. and Gao, D.Q. and Ruan, S.J.",
        TITLE = "An effective hybrid pruning architecture of dynamic convolution for
surveillance videos",
        JOURNAL = JVCIR,
        VOLUME = "70",
        YEAR = "2020",
        PAGES = "102798",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT110780"}

@article{bb114478,
        AUTHOR = "Wang, Z. and Hong, W. and Tan, Y. and Yuan, J.",
        TITLE = "Pruning 3D Filters For Accelerating 3D ConvNets",
        JOURNAL = MultMed,
        VOLUME = "22",
        YEAR = "2020",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "2126-2137",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT110781"}

@article{bb114479,
        AUTHOR = "Luo, J.H. and Wu, J.X.",
        TITLE = "AutoPruner: An end-to-end trainable filter pruning method for
efficient deep model inference",
        JOURNAL = PR,
        VOLUME = "107",
        YEAR = "2020",
        PAGES = "107461",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT110782"}

@article{bb114480,
        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/pattern652nnp2.html#TT110783"}

@inproceedings{bb114481,
        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/pattern652nnp2.html#TT110784"}

@inproceedings{bb114482,
        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/pattern652nnp2.html#TT110785"}

@inproceedings{bb114483,
        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/pattern652nnp2.html#TT110786"}

@inproceedings{bb114484,
        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/pattern652nnp2.html#TT110787"}

@inproceedings{bb114485,
        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/pattern652nnp2.html#TT110788"}

@inproceedings{bb114486,
        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/pattern652nnp2.html#TT110789"}

@inproceedings{bb114487,
        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/pattern652nnp2.html#TT110790"}

@inproceedings{bb114488,
        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/pattern652nnp2.html#TT110791"}

@inproceedings{bb114489,
        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/pattern652nnp2.html#TT110792"}

@inproceedings{bb114490,
        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/pattern652nnp2.html#TT110793"}

@inproceedings{bb114491,
        AUTHOR = "Choi, Y. and Choi, J. and El Khamy, M. and Lee, J.",
        TITLE = "Data-Free Network Quantization With Adversarial Knowledge
Distillation",
        BOOKTITLE = EDLCV20,
        YEAR = "2020",
        PAGES = "3047-3057",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT110794"}

@inproceedings{bb114492,
        AUTHOR = "Li, Y. and Gu, S. and Mayer, C. and Van Gool, L.J. and Timofte, R.",
        TITLE = "Group Sparsity: The Hinge Between Filter Pruning and Decomposition
for Network Compression",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "8015-8024",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT110795"}

@inproceedings{bb114493,
        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/pattern652nnp2.html#TT110796"}

@inproceedings{bb114494,
        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/pattern652nnp2.html#TT110797"}

@inproceedings{bb114495,
        AUTHOR = "Guo, S. and Wang, Y. and Li, Q. and Yan, J.",
        TITLE = "DMCP: Differentiable Markov Channel Pruning for Neural Networks",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "1536-1544",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT110798"}

@inproceedings{bb114496,
        AUTHOR = "Lin, M. and Ji, R. and Wang, Y. and Zhang, Y. and Zhang, B. and Tian, Y. and Shao, L.",
        TITLE = "HRank: Filter Pruning Using High-Rank Feature Map",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "1526-1535",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT110799"}

@inproceedings{bb114497,
        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/pattern652nnp2.html#TT110800"}

@inproceedings{bb114498,
        AUTHOR = "Luo, J. and Wu, J.",
        TITLE = "Neural Network Pruning With Residual-Connections and Limited-Data",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "1455-1464",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT110801"}

@inproceedings{bb114499,
        AUTHOR = "Wu, Y. and Liu, C. and Chen, B. and Chien, S.",
        TITLE = "Constraint-Aware Importance Estimation for Global Filter Pruning
under Multiple Resource Constraints",
        BOOKTITLE = EDLCV20,
        YEAR = "2020",
        PAGES = "2935-2943",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT110802"}

Last update:Oct 19, 2020 at 15:02:28