@inproceedings{bb134900,
        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#TT130971"}

@inproceedings{bb134901,
        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#TT130972"}

@inproceedings{bb134902,
        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#TT130973"}

@inproceedings{bb134903,
        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#TT130974"}

@inproceedings{bb134904,
        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#TT130975"}

@inproceedings{bb134905,
        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#TT130976"}

@inproceedings{bb134906,
        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#TT130977"}

@inproceedings{bb134907,
        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#TT130978"}

@inproceedings{bb134908,
        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#TT130979"}

@inproceedings{bb134909,
        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#TT130980"}

@inproceedings{bb134910,
        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#TT130981"}

@inproceedings{bb134911,
        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#TT130982"}

@inproceedings{bb134912,
        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#TT130983"}

@inproceedings{bb134913,
        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#TT130984"}

@inproceedings{bb134914,
        AUTHOR = "Ren, M.Y. and Pokrovsky, A. and Yang, B. and Urtasun, R.",
        TITLE = "SBNet: Sparse Blocks Network for Fast Inference",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "8711-8720",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT130985"}

@inproceedings{bb134915,
        AUTHOR = "Xie, G.T. and Wang, J.D. and Zhang, T. and Lai, J.H. and Hong, R.C. and Qi, G.J.",
        TITLE = "Interleaved Structured Sparse Convolutional Neural Networks",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "8847-8856",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT130986"}

@inproceedings{bb134916,
        AUTHOR = "Kim, E. and Ahn, C. and Oh, S.H.",
        TITLE = "NestedNet: Learning Nested Sparse Structures in Deep Neural Networks",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "8669-8678",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT130987"}

@inproceedings{bb134917,
        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#TT130988"}

@inproceedings{bb134918,
        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#TT130989"}

@inproceedings{bb134919,
        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#TT130990"}

@inproceedings{bb134920,
        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#TT130991"}

@inproceedings{bb134921,
        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#TT130992"}

@inproceedings{bb134922,
        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#TT130993"}

@inproceedings{bb134923,
        AUTHOR = "Kobayashi, T.",
        TITLE = "t-vMF Similarity For Regularizing Intra-Class Feature Distribution",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "6612-6621",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT130994"}

@inproceedings{bb134924,
        AUTHOR = "Kobayashi, T.",
        TITLE = "Analyzing Filters Toward Efficient ConvNet",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "5619-5628",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT130995"}

@inproceedings{bb134925,
        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#TT130996"}

@inproceedings{bb134926,
        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#TT130997"}

@inproceedings{bb134927,
        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#TT130998"}

@inproceedings{bb134928,
        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#TT130999"}

@inproceedings{bb134929,
        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#TT131000"}

@inproceedings{bb134930,
        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#TT131001"}

@inproceedings{bb134931,
        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#TT131002"}

@inproceedings{bb134932,
        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#TT131003"}

@inproceedings{bb134933,
        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#TT131004"}

@inproceedings{bb134934,
        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#TT131005"}

@inproceedings{bb134935,
        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#TT131006"}

@inproceedings{bb134936,
        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#TT131007"}

@inproceedings{bb134937,
        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#TT131008"}

@inproceedings{bb134938,
        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#TT131009"}

@inproceedings{bb134939,
        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#TT131010"}

@inproceedings{bb134940,
        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#TT131011"}

@inproceedings{bb134941,
        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#TT131012"}

@inproceedings{bb134942,
        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#TT131013"}

@inproceedings{bb134943,
        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#TT131014"}

@inproceedings{bb134944,
        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#TT131015"}

@inproceedings{bb134945,
        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#TT131016"}

@inproceedings{bb134946,
        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#TT131017"}

@inproceedings{bb134947,
        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#TT131018"}

@inproceedings{bb134948,
        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#TT131019"}

@inproceedings{bb134949,
        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#TT131020"}

@inproceedings{bb134950,
        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#TT131021"}

@inproceedings{bb134951,
        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#TT131022"}

@inproceedings{bb134952,
        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#TT131023"}

@inproceedings{bb134953,
        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#TT131024"}

@inproceedings{bb134954,
        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#TT131025"}

@inproceedings{bb134955,
        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#TT131026"}

@inproceedings{bb134956,
        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#TT131027"}

@inproceedings{bb134957,
        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#TT131028"}

@inproceedings{bb134958,
        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#TT131029"}

@inproceedings{bb134959,
        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#TT131030"}

@inproceedings{bb134960,
        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#TT131031"}

@inproceedings{bb134961,
        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#TT131032"}

@article{bb134962,
        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#TT131033"}

@article{bb134963,
        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#TT131034"}

@inproceedings{bb134964,
        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#TT131035"}

@article{bb134965,
        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#TT131036"}

@inproceedings{bb134966,
        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#TT131037"}

@inproceedings{bb134967,
        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#TT131038"}

@article{bb134968,
        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#TT131039"}

@article{bb134969,
        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#TT131040"}

@article{bb134970,
        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#TT131041"}

@article{bb134971,
        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#TT131042"}

@article{bb134972,
        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#TT131043"}

@article{bb134973,
        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#TT131044"}

@article{bb134974,
        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#TT131045"}

@article{bb134975,
        AUTHOR = "Ding, G. and Zhang, S. and Jia, Z. and Zhong, J. and Han, J.",
        TITLE = "Where to Prune: Using LSTM to Guide Data-Dependent Soft Pruning",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "293-304",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131046"}

@article{bb134976,
        AUTHOR = "Tian, Q. and Arbel, T. and Clark, J.J.",
        TITLE = "Task dependent deep LDA pruning of neural networks",
        JOURNAL = CVIU,
        VOLUME = "203",
        YEAR = "2021",
        PAGES = "103154",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131047"}

@article{bb134977,
        AUTHOR = "Tian, G. and Chen, J. and Zeng, X. and Liu, Y.",
        TITLE = "Pruning by Training: A Novel Deep Neural Network Compression
Framework for Image Processing",
        JOURNAL = SPLetters,
        VOLUME = "28",
        YEAR = "2021",
        PAGES = "344-348",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131048"}

@article{bb134978,
        AUTHOR = "Guo, J.Y. and Zhang, W.C. and Ouyang, W.L. and Xu, D.",
        TITLE = "Model Compression Using Progressive Channel Pruning",
        JOURNAL = CirSysVideo,
        VOLUME = "31",
        YEAR = "2021",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "1114-1124",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131049"}

@article{bb134979,
        AUTHOR = "Alqahtani, A. and Xie, X.H. and Jones, M.W. and Essa, E.",
        TITLE = "Pruning CNN filters via quantifying the importance of deep visual
representations",
        JOURNAL = CVIU,
        VOLUME = "208-209",
        YEAR = "2021",
        PAGES = "103220",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131050"}

@inproceedings{bb134980,
        AUTHOR = "Alqahtani, A. and Xie, X.H. and Essa, E. and Jones, M.W.",
        TITLE = "Neuron-based Network Pruning Based on Majority Voting",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "3090-3097",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131051"}

@article{bb134981,
        AUTHOR = "Wang, Y. and Park, H. and Lee, J.",
        TITLE = "Memory-Free Stochastic Weight Averaging by One-Way Variational
Pruning",
        JOURNAL = SPLetters,
        VOLUME = "28",
        YEAR = "2021",
        PAGES = "1021-1025",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131052"}

@article{bb134982,
        AUTHOR = "Li, G. and Xu, G.",
        TITLE = "Providing clear pruning threshold: A novel CNN pruning method via L0
regularisation",
        JOURNAL = IET-IPR,
        VOLUME = "15",
        YEAR = "2021",
        NUMBER = "2",
        PAGES = "405-418",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131053"}

@article{bb134983,
        AUTHOR = "Liu, Y.X. and Guo, Y. and Guo, J.X. and Jiang, L.Q. and Chen, J.",
        TITLE = "Conditional Automated Channel Pruning for Deep Neural Networks",
        JOURNAL = SPLetters,
        VOLUME = "28",
        YEAR = "2021",
        PAGES = "1275-1279",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131054"}

@article{bb134984,
        AUTHOR = "Osaku, D. and Gomes, J.F. and Falcao, A.X.",
        TITLE = "Convolutional neural network simplification with progressive
retraining",
        JOURNAL = PRL,
        VOLUME = "150",
        YEAR = "2021",
        PAGES = "235-241",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131055"}

@article{bb134985,
        AUTHOR = "Fan, F.G. and Su, Y.T. and Jing, P.G. and Lu, W.",
        TITLE = "A Dual Rank-Constrained Filter Pruning Approach for Convolutional
Neural Networks",
        JOURNAL = SPLetters,
        VOLUME = "28",
        YEAR = "2021",
        PAGES = "1734-1738",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131056"}

@article{bb134986,
        AUTHOR = "Liu, Z.C. and Zhang, X.Y. and Shen, Z.Q. and Wei, Y.C. and Cheng, K.T. and Sun, J.",
        TITLE = "Joint Multi-Dimension Pruning via Numerical Gradient Update",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "8034-8045",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131057"}

@article{bb134987,
        AUTHOR = "Tan, J.H. and Chan, C.S. and Chuah, J.H.",
        TITLE = "End-to-End Supermask Pruning: Learning to Prune Image Captioning
Models",
        JOURNAL = PR,
        VOLUME = "122",
        YEAR = "2022",
        PAGES = "108366",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131058"}

@article{bb134988,
        AUTHOR = "Liu, Z.F. and Liu, X.H. and Li, C.L. and Ding, S.M. and Liao, L.",
        TITLE = "Learning compact ConvNets through filter pruning based on the
saliency of a feature map",
        JOURNAL = IET-IPR,
        VOLUME = "16",
        YEAR = "2022",
        NUMBER = "1",
        PAGES = "123-133",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131059"}

@article{bb134989,
        AUTHOR = "Ioannidis, V.N. and Chen, S. and Giannakis, G.B.",
        TITLE = "Efficient and Stable Graph Scattering Transforms via Pruning",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "1232-1246",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131060"}

@article{bb134990,
        AUTHOR = "Tofigh, S. and Ahmad, M.O. and Swamy, M.N.S.",
        TITLE = "A Low-Complexity Modified ThiNet Algorithm for Pruning Convolutional
Neural Networks",
        JOURNAL = SPLetters,
        VOLUME = "29",
        YEAR = "2022",
        PAGES = "1012-1016",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131061"}

@article{bb134991,
        AUTHOR = "Zhang, K. and Liu, G.Z.",
        TITLE = "Layer Pruning for Obtaining Shallower ResNets",
        JOURNAL = SPLetters,
        VOLUME = "29",
        YEAR = "2022",
        PAGES = "1172-1176",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131062"}

@article{bb134992,
        AUTHOR = "Wang, H.Y. and Zhang, Y.S. and Wu, J.X.",
        TITLE = "Versatile, full-spectrum, and swift network sampling for model
generation",
        JOURNAL = PR,
        VOLUME = "129",
        YEAR = "2022",
        PAGES = "108729",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131063"}

@article{bb134993,
        AUTHOR = "Liu, J. and Zhuang, B. and Zhuang, Z.W. and Guo, Y. and Huang, J.Z. and Zhu, J.H. and Tan, M.K.",
        TITLE = "Discrimination-Aware Network Pruning for Deep Model Compression",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "4035-4051",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131064"}

@article{bb134994,
        AUTHOR = "Mondal, M. and Das, B. and Roy, S.D. and Singh, P. and Lall, B. and Joshi, S.D.",
        TITLE = "Adaptive CNN filter pruning using global importance metric",
        JOURNAL = CVIU,
        VOLUME = "222",
        YEAR = "2022",
        PAGES = "103511",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131065"}

@article{bb134995,
        AUTHOR = "Camci, E. and Gupta, M. and Wu, M. and Lin, J.",
        TITLE = "QLP: Deep Q-Learning for Pruning Deep Neural Networks",
        JOURNAL = CirSysVideo,
        VOLUME = "32",
        YEAR = "2022",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "6488-6501",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131066"}

@article{bb134996,
        AUTHOR = "Zhang, H. and Liu, L. and Zhou, H. and Si, L. and Sun, H.B. and Zheng, N.N.",
        TITLE = "FCHP: Exploring the Discriminative Feature and Feature Correlation of
Feature Maps for Hierarchical DNN Pruning and Compression",
        JOURNAL = CirSysVideo,
        VOLUME = "32",
        YEAR = "2022",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "6807-6820",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131067"}

@article{bb134997,
        AUTHOR = "Li, Y. and Liu, Z.C. and Wu, W.Q. and Yao, H.T. and Zhang, X.Y. and Zhang, C. and Yin, B.",
        TITLE = "Weight-Dependent Gates for Network Pruning",
        JOURNAL = CirSysVideo,
        VOLUME = "32",
        YEAR = "2022",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "6941-6954",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131068"}

@article{bb134998,
        AUTHOR = "Wang, J.L. and Cui, Z.Y. and Zang, Z.P. and Meng, X.J. and Cao, Z.",
        TITLE = "Absorption Pruning of Deep Neural Network for Object Detection in
Remote Sensing Imagery",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "24",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131069"}

@article{bb134999,
        AUTHOR = "Yvinec, E. and Dapogny, A. and Cord, M. and Bailly, K.",
        TITLE = "RED++: Data-Free Pruning of Deep Neural Networks via Input Splitting
and Output Merging",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "3664-3676",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT131070"}

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