@inproceedings{bb110300,
        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#TT106683"}

@inproceedings{bb110301,
        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#TT106684"}

@inproceedings{bb110302,
        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#TT106685"}

@inproceedings{bb110303,
        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#TT106686"}

@inproceedings{bb110304,
        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#TT106687"}

@inproceedings{bb110305,
        AUTHOR = "Kobayashi, T.",
        TITLE = "Analyzing Filters Toward Efficient ConvNet",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "5619-5628",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT106688"}

@inproceedings{bb110306,
        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#TT106689"}

@inproceedings{bb110307,
        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#TT106690"}

@inproceedings{bb110308,
        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#TT106691"}

@inproceedings{bb110309,
        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#TT106692"}

@inproceedings{bb110310,
        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#TT106693"}

@inproceedings{bb110311,
        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#TT106694"}

@inproceedings{bb110312,
        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#TT106695"}

@inproceedings{bb110313,
        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#TT106696"}

@inproceedings{bb110314,
        AUTHOR = "Prabhu, A. and Batchu, V. and Gajawada, R. and Munagala, S.A. and Namboodiri, A.",
        TITLE = "Hybrid Binary Networks: Optimizing for Accuracy, Efficiency and
Memory",
        BOOKTITLE = WACV18,
        YEAR = "2018",
        PAGES = "821-829",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT106697"}

@inproceedings{bb110315,
        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#TT106698"}

@inproceedings{bb110316,
        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#TT106699"}

@inproceedings{bb110317,
        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#TT106700"}

@inproceedings{bb110318,
        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#TT106701"}

@inproceedings{bb110319,
        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#TT106702"}

@inproceedings{bb110320,
        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#TT106703"}

@inproceedings{bb110321,
        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#TT106704"}

@inproceedings{bb110322,
        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#TT106705"}

@inproceedings{bb110323,
        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#TT106706"}

@inproceedings{bb110324,
        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#TT106707"}

@inproceedings{bb110325,
        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#TT106708"}

@inproceedings{bb110326,
        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#TT106709"}

@inproceedings{bb110327,
        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#TT106710"}

@inproceedings{bb110328,
        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#TT106711"}

@inproceedings{bb110329,
        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#TT106712"}

@inproceedings{bb110330,
        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#TT106713"}

@inproceedings{bb110331,
        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#TT106714"}

@inproceedings{bb110332,
        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#TT106715"}

@inproceedings{bb110333,
        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#TT106716"}

@inproceedings{bb110334,
        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#TT106717"}

@inproceedings{bb110335,
        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#TT106718"}

@inproceedings{bb110336,
        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#TT106719"}

@inproceedings{bb110337,
        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#TT106720"}

@inproceedings{bb110338,
        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#TT106721"}

@inproceedings{bb110339,
        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#TT106722"}

@inproceedings{bb110340,
        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#TT106723"}

@inproceedings{bb110341,
        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#TT106724"}

@article{bb110342,
        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#TT106725"}

@article{bb110343,
        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#TT106726"}

@inproceedings{bb110344,
        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#TT106727"}

@article{bb110345,
        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#TT106728"}

@inproceedings{bb110346,
        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#TT106729"}

@inproceedings{bb110347,
        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#TT106730"}

@article{bb110348,
        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#TT106731"}

@article{bb110349,
        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#TT106732"}

@article{bb110350,
        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#TT106733"}

@inproceedings{bb110351,
        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#TT106734"}

@inproceedings{bb110352,
        AUTHOR = "Molchanov, P. and Mallya, A. and Tyree, S. and Frosio, I. and Kautz, J.",
        TITLE = "Importance Estimation for Neural Network Pruning",
        BOOKTITLE = "CVPR19",
        YEAR = "2019",
        PAGES = "11256-11264",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106735"}

@inproceedings{bb110353,
        AUTHOR = "Webster, R. and Rabin, J. and Simon, L. and Jurie, F.",
        TITLE = "Detecting Overfitting of Deep Generative Networks via Latent Recovery",
        BOOKTITLE = "CVPR19",
        YEAR = "2019",
        PAGES = "11265-11274",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106736"}

@inproceedings{bb110354,
        AUTHOR = "Li, X. and Zhou, Y.M. and Pan, Z. and Feng, J.",
        TITLE = "Partial Order Pruning: For Best Speed/Accuracy Trade-Off in Neural
Architecture Search",
        BOOKTITLE = "CVPR19",
        YEAR = "2019",
        PAGES = "9137-9145",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106737"}

@inproceedings{bb110355,
        AUTHOR = "Lemaire, C. and Achkar, A. and Jodoin, P.M.",
        TITLE = "Structured Pruning of Neural Networks With Budget-Aware Regularization",
        BOOKTITLE = "CVPR19",
        YEAR = "2019",
        PAGES = "9100-9108",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106738"}

@inproceedings{bb110356,
        AUTHOR = "Ding, X. and Ding, G. and Guo, Y. and Han, J.G.",
        TITLE = "Centripetal SGD for Pruning Very Deep Convolutional Networks With
Complicated Structure",
        BOOKTITLE = "CVPR19",
        YEAR = "2019",
        PAGES = "4938-4948",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106739"}

@inproceedings{bb110357,
        AUTHOR = "He, Y. and Liu, P. and Wang, Z. and Hu, Z. and Yang, Y.",
        TITLE = "Filter Pruning via Geometric Median for Deep Convolutional Neural
Networks Acceleration",
        BOOKTITLE = "CVPR19",
        YEAR = "2019",
        PAGES = "4335-4344",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106740"}

@inproceedings{bb110358,
        AUTHOR = "Zhao, C.L. and Ni, B.B. and Zhang, J. and Zhao, Q. and Zhang, W.J. and Tian, Q.",
        TITLE = "Variational Convolutional Neural Network Pruning",
        BOOKTITLE = "CVPR19",
        YEAR = "2019",
        PAGES = "2775-2784",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106741"}

@inproceedings{bb110359,
        AUTHOR = "Lin, S.H. and Ji, R.R. and Yan, C.Q. and Zhang, B.C. and Cao, L.J. and Ye, Q.X. and Huang, F.Y. and Doermann, D.",
        TITLE = "Towards Optimal Structured CNN Pruning via Generative Adversarial
Learning",
        BOOKTITLE = "CVPR19",
        YEAR = "2019",
        PAGES = "2785-2794",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106742"}

@inproceedings{bb110360,
        AUTHOR = "Mummadi, C.K. and Genewein, T. and Zhang, D. and Brox, T. and Fischer, V.",
        TITLE = "Group Pruning Using a Bounded-Lp Norm for Group Gating and
Regularization",
        BOOKTITLE = GCPR19,
        YEAR = "2019",
        PAGES = "139-155",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106743"}

@inproceedings{bb110361,
        AUTHOR = "Wang, W.T. and Li, H.L. and Lin, W.S. and Chiang, C.M. and Tsai, Y.M.",
        TITLE = "Architecture-Aware Network Pruning for Vision Quality Applications",
        BOOKTITLE = ICIP19,
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@inproceedings{bb110362,
        AUTHOR = "Zhang, Y. and Wang, H. and Luo, Y. and Yu, L. and Hu, H. and Shan, H. and Quek, T.Q.S.",
        TITLE = "Three-Dimensional Convolutional Neural Network Pruning with
Regularization-Based Method",
        BOOKTITLE = ICIP19,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106745"}

@inproceedings{bb110363,
        AUTHOR = "Hu, Y. and Li, J. and Long, X. and Hu, S. and Zhu, J. and Wang, X. and Gu, Q.",
        TITLE = "Cluster Regularized Quantization for Deep Networks Compression",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "914-918",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106746"}

@inproceedings{bb110364,
        AUTHOR = "Hu, Y. and Sun, S. and Li, J. and Zhu, J. and Wang, X. and Gu, Q.",
        TITLE = "Multi-Loss-Aware Channel Pruning of Deep Networks",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "889-893",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106747"}

@inproceedings{bb110365,
        AUTHOR = "Manessi, F. and Rozza, A. and Bianco, S. and Napoletano, P. and Schettini, R.",
        TITLE = "Automated Pruning for Deep Neural Network Compression",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "657-664",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106748"}

@inproceedings{bb110366,
        AUTHOR = "Yu, R. and Li, A. and Chen, C. and Lai, J. and Morariu, V.I. and Han, X. and Gao, M. and Lin, C. and Davis, L.S.",
        TITLE = "NISP: Pruning Networks Using Neuron Importance Score Propagation",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "9194-9203",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106749"}

@inproceedings{bb110367,
        AUTHOR = "Zhang, T. and Ye, S. and Zhang, K.Q. and Tang, J. and Wen, W. and Fardad, M. and Wang, Y.Z.",
        TITLE = "A Systematic DNN Weight Pruning Framework Using Alternating Direction
Method of Multipliers",
        BOOKTITLE = ECCV18,
        YEAR = "2018",
        PAGES = "VIII: 191-207",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106750"}

@inproceedings{bb110368,
        AUTHOR = "Huang, Q. and Zhou, K. and You, S. and Neumann, U.",
        TITLE = "Learning to Prune Filters in Convolutional Neural Networks",
        BOOKTITLE = WACV18,
        YEAR = "2018",
        PAGES = "709-718",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106751"}

@inproceedings{bb110369,
        AUTHOR = "Carreira Perpinan, M.A. and Idelbayev, Y.",
        TITLE = "'Learning-Compression' Algorithms for Neural Net Pruning",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "8532-8541",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106752"}

@inproceedings{bb110370,
        AUTHOR = "Zhou, Z. and Zhou, W. and Li, H. and Hong, R.",
        TITLE = "Online Filter Clustering and Pruning for Efficient Convnets",
        BOOKTITLE = ICIP18,
        YEAR = "2018",
        PAGES = "11-15",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106753"}

@inproceedings{bb110371,
        AUTHOR = "Wang, Z. and Zhu, C. and Xia, Z. and Guo, Q. and Liu, Y.",
        TITLE = "Towards thinner convolutional neural networks through gradually
global pruning",
        BOOKTITLE = ICIP17,
        YEAR = "2017",
        PAGES = "3939-3943",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106754"}

@inproceedings{bb110372,
        AUTHOR = "Luo, J.H. and Wu, J. and Lin, W.",
        TITLE = "ThiNet:
A Filter Level Pruning Method for Deep Neural Network Compression",
        BOOKTITLE = ICCV17,
        YEAR = "2017",
        PAGES = "5068-5076",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106755"}

@inproceedings{bb110373,
        AUTHOR = "Rueda, F.M. and Grzeszick, R. and Fink, G.A.",
        TITLE = "Neuron Pruning for Compressing Deep Networks Using Maxout Architectures",
        BOOKTITLE = GCPR17,
        YEAR = "2017",
        PAGES = "177-188",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106756"}

@inproceedings{bb110374,
        AUTHOR = "Yang, T.J. and Chen, Y.H. and Sze, V.",
        TITLE = "Designing Energy-Efficient Convolutional Neural Networks Using
Energy-Aware Pruning",
        BOOKTITLE = CVPR17,
        YEAR = "2017",
        PAGES = "6071-6079",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106757"}

@inproceedings{bb110375,
        AUTHOR = "Guo, J. and Potkonjak, M.",
        TITLE = "Pruning ConvNets Online for Efficient Specialist Models",
        BOOKTITLE = ECVW17,
        YEAR = "2017",
        PAGES = "430-437",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT106758"}

@article{bb110376,
        AUTHOR = "Chung, F.L. and Wang, S. and Deng, Z. and Hu, D.",
        TITLE = "CATSMLP: Toward a Robust and Interpretable Multilayer Perceptron With
Sigmoid Activation Functions",
        JOURNAL = SMC-B,
        VOLUME = "36",
        YEAR = "2006",
        NUMBER = "6",
        MONTH = "December",
        PAGES = "1319-1331",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106759"}

@article{bb110377,
        AUTHOR = "Peharz, R. and Gens, R. and Pernkopf, F. and Domingos, P.",
        TITLE = "On the Latent Variable Interpretation in Sum-Product Networks",
        JOURNAL = PAMI,
        VOLUME = "39",
        YEAR = "2017",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "2030-2044",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106760"}

@article{bb110378,
        AUTHOR = "Montavon, G. and Lapuschkin, S. and Binder, A. and Samek, W. and Muller, K.R.",
        TITLE = "Explaining nonlinear classification decisions with deep Taylor
decomposition",
        JOURNAL = PR,
        VOLUME = "65",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "211-222",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106761"}

@inproceedings{bb110379,
        AUTHOR = "Lapuschkin, S. and Binder, A. and Montavon, G. and Muller, K.R. and Samek, W.",
        TITLE = "Analyzing Classifiers: Fisher Vectors and Deep Neural Networks",
        BOOKTITLE = CVPR16,
        YEAR = "2016",
        PAGES = "2912-2920",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106762"}

@inproceedings{bb110380,
        AUTHOR = "Samangouei, P. and Saeedi, A. and Nakagawa, L. and Silberman, N.",
        TITLE = "ExplainGAN: Model Explanation via Decision Boundary Crossing
Transformations",
        BOOKTITLE = ECCV18,
        YEAR = "2018",
        PAGES = "X: 681-696",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106763"}

@article{bb110381,
        AUTHOR = "Li, Z.Z. and Hoiem, D.",
        TITLE = "Learning Without Forgetting",
        JOURNAL = PAMI,
        VOLUME = "40",
        YEAR = "2018",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "2935-2947",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106764"}

@inproceedings{bb110382,
        AUTHOR = "Hoiem, D. and Li, Z.Z.",
        TITLE = "Learning Without Forgetting",
        BOOKTITLE = ECCV16,
        YEAR = "2016",
        PAGES = "IV: 614-629",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106764"}

@article{bb110383,
        AUTHOR = "Mopuri, K.R. and Garg, U. and Babu, R.V.",
        TITLE = "CNN Fixations: An Unraveling Approach to Visualize the Discriminative
Image Regions",
        JOURNAL = IP,
        VOLUME = "28",
        YEAR = "2019",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "2116-2125",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106765"}

@article{bb110384,
        AUTHOR = "Kuo, C.C.J. and Zhang, M. and Li, S. and Duan, J. and Chen, Y.",
        TITLE = "Interpretable convolutional neural networks via feedforward design",
        JOURNAL = JVCIR,
        VOLUME = "60",
        YEAR = "2019",
        PAGES = "346-359",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106766"}

@inproceedings{bb110385,
        AUTHOR = "Chen, Y. and Yang, Y. and Wang, W. and Kuo, C.C.J.",
        TITLE = "Ensembles of Feedforward-Designed Convolutional Neural Networks",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "3796-3800",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106767"}

@inproceedings{bb110386,
        AUTHOR = "Chen, Y. and Yang, Y. and Zhang, M. and Kuo, C.C.J.",
        TITLE = "Semi-Supervised Learning Via Feedforward-Designed Convolutional
Neural Networks",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "365-369",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106768"}

@article{bb110387,
        AUTHOR = "Li, H. and Tian, Y. and Mueller, K. and Chen, X.",
        TITLE = "Beyond saliency: Understanding convolutional neural networks from
saliency prediction on layer-wise relevance propagation",
        JOURNAL = IVC,
        VOLUME = "83-84",
        YEAR = "2019",
        PAGES = "70-86",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106769"}

@article{bb110388,
        AUTHOR = "Fan, C.X. and Li, Y. and Tian, L. and Li, Y.",
        TITLE = "Rectifying Transformation Networks for Transformation-Invariant
Representations with Power Law",
        JOURNAL = IEICE,
        VOLUME = "E102-D",
        YEAR = "2019",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "675-679",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106770"}

@article{bb110389,
        AUTHOR = "Cao, C.S. and Huang, Y.Z. and Yang, Y. and Wang, L. and Wang, Z.L. and Tan, T.N.",
        TITLE = "Feedback Convolutional Neural Network for Visual Localization and
Segmentation",
        JOURNAL = PAMI,
        VOLUME = "41",
        YEAR = "2019",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "1627-1640",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106771"}

@article{bb110390,
        AUTHOR = "Zhou, B. and Bau, D. and Oliva, A. and Torralba, A.",
        TITLE = "Interpreting Deep Visual Representations via Network Dissection",
        JOURNAL = PAMI,
        VOLUME = "41",
        YEAR = "2019",
        NUMBER = "9",
        MONTH = "Sep",
        PAGES = "2131-2145",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106772"}

@article{bb110391,
        AUTHOR = "Liu, R.S. and Cheng, S.C. and Ma, L. and Fan, X. and Luo, Z.X.",
        TITLE = "Deep Proximal Unrolling:
Algorithmic Framework, Convergence Analysis and Applications",
        JOURNAL = IP,
        VOLUME = "28",
        YEAR = "2019",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "5013-5026",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106773"}

@article{bb110392,
        AUTHOR = "Cui, X.R. and Wang, D. and Wang, Z.J.",
        TITLE = "Multi-Scale Interpretation Model for Convolutional Neural Networks:
Building Trust Based on Hierarchical Interpretation",
        JOURNAL = MultMed,
        VOLUME = "21",
        YEAR = "2019",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "2263-2276",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106774"}

@article{bb110393,
        AUTHOR = "Wang, W. and Zhu, L. and Guo, B.",
        TITLE = "Reliable identification of redundant kernels for convolutional neural
network compression",
        JOURNAL = JVCIR,
        VOLUME = "63",
        YEAR = "2019",
        PAGES = "102582",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106775"}

@article{bb110394,
        AUTHOR = "Hu, S.X. and Zagoruyko, S. and Komodakis, N.",
        TITLE = "Exploring weight symmetry in deep neural networks",
        JOURNAL = CVIU,
        VOLUME = "187",
        YEAR = "2019",
        PAGES = "102786",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106776"}

@article{bb110395,
        AUTHOR = "Selvaraju, R.R. and Cogswell, M. and Das, A. and Vedantam, R. and Parikh, D. and Batra, D.",
        TITLE = "Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based
Localization",
        JOURNAL = IJCV,
        VOLUME = "128",
        YEAR = "2020",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "336-359",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106777"}

@inproceedings{bb110396,
        AUTHOR = "Batra, D. and Parikh, D. and Vedantam, R. and Das, A. and Cogswell, M. and Selvaraju, R.R.",
        TITLE = "Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based
Localization",
        BOOKTITLE = ICCV17,
        YEAR = "2017",
        PAGES = "618-626",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106777"}

@inproceedings{bb110397,
        AUTHOR = "Guo, M.H. and Zhong, Z. and Wu, W. and Lin, D. and Yan, J.J.",
        TITLE = "IRLAS: Inverse Reinforcement Learning for Architecture Search",
        BOOKTITLE = "CVPR19",
        YEAR = "2019",
        PAGES = "9013-9021",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106778"}

@inproceedings{bb110398,
        AUTHOR = "Ren, J. and Li, Z. and Yang, J.C. and Xu, N. and Yang, T. and Foran, D.J.",
        TITLE = "EIGEN: Ecologically-Inspired GENetic Approach for Neural Network
Structure Searching From Scratch",
        BOOKTITLE = "CVPR19",
        YEAR = "2019",
        PAGES = "9051-9060",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106779"}

@inproceedings{bb110399,
        AUTHOR = "Liang, X.D.",
        TITLE = "Learning Personalized Modular Network Guided by Structured Knowledge",
        BOOKTITLE = "CVPR19",
        YEAR = "2019",
        PAGES = "8936-8944",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT106780"}

Last update:Feb 20, 2020 at 21:34:09