@inproceedings{bb108700, 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, YEAR = "2019", PAGES = "4270-4274", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT105095"} @inproceedings{bb108701, 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/pattern652eff1.html#TT105096"} @inproceedings{bb108702, 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/pattern652eff1.html#TT105097"} @inproceedings{bb108703, AUTHOR = "Mitschke, N. and Heizmann, M. and Noffz, K. and Wittmann, R.", TITLE = "A Fixed-Point Quantization Technique for Convolutional Neural Networks Based on Weight Scaling", BOOKTITLE = ICIP19, YEAR = "2019", PAGES = "3836-3840", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT105098"} @inproceedings{bb108704, AUTHOR = "Choi, Y. and Choi, J. and Moon, H. and Lee, J. and Chang, J.", TITLE = "Accelerating Framework for Simultaneous Optimization of Model Architectures and Training Hyperparameters", BOOKTITLE = ICIP19, YEAR = "2019", PAGES = "3831-3835", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT105099"} @inproceedings{bb108705, AUTHOR = "Zhe, W. and Lin, J. and Chandrasekhar, V. and Girod, B.", TITLE = "Optimizing the Bit Allocation for Compression of Weights and Activations of Deep Neural Networks", BOOKTITLE = ICIP19, YEAR = "2019", PAGES = "3826-3830", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT105100"} @inproceedings{bb108706, AUTHOR = "Lei, X. and Liu, L. and Zhou, Z. and Sun, H. and Zheng, N.", TITLE = "Exploring Hardware Friendly Bottleneck Architecture in CNN for Embedded Computing Systems", BOOKTITLE = ICIP19, YEAR = "2019", PAGES = "4180-4184", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT105101"} @inproceedings{bb108707, AUTHOR = "Geng, X. and Lin, J. and Zhao, B. and Kong, A. and Aly, M.M.S. and Chandrasekhar, V.", TITLE = "Hardware-Aware Softmax Approximation for Deep Neural Networks", BOOKTITLE = ACCV18, YEAR = "2018", PAGES = "IV:107-122", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT105102"} @inproceedings{bb108708, AUTHOR = "Chen, W.C. and Chang, C.C. and Lee, C.R.", TITLE = "Knowledge Distillation with Feature Maps for Image Classification", BOOKTITLE = ACCV18, YEAR = "2018", PAGES = "III:200-215", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT105103"} @inproceedings{bb108709, 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#TT105104"} @inproceedings{bb108710, 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#TT105105"} @inproceedings{bb108711, AUTHOR = "Ignatov, A. and Timofte, R. and Chou, W. and Wang, K. and Wu, M. and Van Gool, T.H.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#TT105106"} @inproceedings{bb108712, 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#TT105107"} @inproceedings{bb108713, 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#TT105108"} @inproceedings{bb108714, 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/pattern652eff1.html#TT105109"} @inproceedings{bb108715, 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#TT105110"} @inproceedings{bb108716, 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#TT105111"} @inproceedings{bb108717, 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#TT105112"} @inproceedings{bb108718, 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#TT105113"} @inproceedings{bb108719, 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#TT105114"} @inproceedings{bb108720, 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#TT105115"} @inproceedings{bb108721, 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/pattern652eff1.html#TT105116"} @inproceedings{bb108722, 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#TT105117"} @inproceedings{bb108723, 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#TT105118"} @inproceedings{bb108724, 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#TT105119"} @inproceedings{bb108725, AUTHOR = "Saeedan, F. and Weber, N. and Goesele, M. and Roth, S.", TITLE = "Detail-Preserving Pooling in Deep Networks", BOOKTITLE = CVPR18, YEAR = "2018", PAGES = "9108-9116", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT105120"} @inproceedings{bb108726, 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/pattern652eff1.html#TT105121"} @inproceedings{bb108727, 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#TT105122"} @inproceedings{bb108728, 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#TT105123"} @inproceedings{bb108729, 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#TT105124"} @inproceedings{bb108730, 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/pattern652eff1.html#TT105125"} @inproceedings{bb108731, 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/pattern652eff1.html#TT105126"} @inproceedings{bb108732, 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#TT105127"} @inproceedings{bb108733, AUTHOR = "Ma, W. and Wu, Y. and Wang, Z. and Wang, G.", TITLE = "MDCN: Multi-Scale, Deep Inception Convolutional Neural Networks for Efficient Object Detection", BOOKTITLE = ICPR18, YEAR = "2018", PAGES = "2510-2515", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT105128"} @inproceedings{bb108734, 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#TT105129"} @inproceedings{bb108735, 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#TT105130"} @inproceedings{bb108736, 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#TT105131"} @inproceedings{bb108737, AUTHOR = "Shazeer, N. and Fatahalian, K. and Mark, W.R. and Mullapudi, R.T.", TITLE = "HydraNets: Specialized 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"http://www.visionbib.com/bibliography/pattern652eff1.html#TT105135"} @inproceedings{bb108741, 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#TT105136"} @inproceedings{bb108742, 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#TT105137"} @inproceedings{bb108743, 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#TT105138"} @inproceedings{bb108744, 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#TT105139"} @inproceedings{bb108745, 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#TT105140"} @inproceedings{bb108746, 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#TT105141"} @inproceedings{bb108747, 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#TT105142"} @inproceedings{bb108748, 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/pattern652eff1.html#TT105143"} @inproceedings{bb108749, 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#TT105144"} 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YEAR = "2017", PAGES = "1140-1147", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT105154"} @inproceedings{bb108760, 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#TT105155"} @inproceedings{bb108761, 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/pattern652eff1.html#TT105156"} @inproceedings{bb108762, 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#TT105157"} @inproceedings{bb108763, 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/pattern652eff1.html#TT105158"} @inproceedings{bb108764, 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#TT105159"} @inproceedings{bb108765, 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 = 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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#TT105188"} @article{bb108795, 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#TT105189"} @article{bb108796, 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#TT105190"} @article{bb108797, 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#TT105191"} @article{bb108798, 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#TT105192"} @inproceedings{bb108799, AUTHOR = "Kwon, G. and Prabhushankar, M. and Temel, D. and Al Regib, G.", TITLE = "Distorted Representation Space Characterization Through Backpropagated Gradients", BOOKTITLE = ICIP19, YEAR = "2019", PAGES = "2651-2655", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT105193"}