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and Park, F. and Zhang, S. and Qi, Y.Y. and Xin, J.", TITLE = "Nonconvex Regularization for Network Slimming: Compressing CNNS Even More", BOOKTITLE = ISVC20, YEAR = "2020", PAGES = "I:39-53", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT146239"} @inproceedings{bb150307, AUTHOR = "Wang, H.T. and Gui, S.P. and Yang, H.C. and Liu, J. and Wang, Z.Y.", TITLE = "GAN Slimming: All-in-one GAN Compression by a Unified Optimization Framework", BOOKTITLE = ECCV20, YEAR = "2020", PAGES = "IV:54-73", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT146240"} @inproceedings{bb150308, AUTHOR = "Guo, J. and Ouyang, W. and Xu, D.", TITLE = "Multi-Dimensional Pruning: A Unified Framework for Model Compression", BOOKTITLE = CVPR20, YEAR = "2020", PAGES = "1505-1514", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT146241"} @inproceedings{bb150309, AUTHOR = "Heo, B. and Kim, J. and Yun, S. and Park, H. and Kwak, N. and Choi, J.Y.", TITLE = "A Comprehensive Overhaul of Feature Distillation", BOOKTITLE = ICCV19, YEAR = "2019", PAGES = "1921-1930", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT146242"} @inproceedings{bb150310, AUTHOR = "Yu, J. and Huang, T.", TITLE = "Universally Slimmable Networks and Improved Training Techniques", BOOKTITLE = ICCV19, YEAR = "2019", PAGES = "1803-1811", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT146243"} @article{bb150311, AUTHOR = "Dong, Y.P. and Ni, R.K. and Li, J.G. and Chen, Y.R. and Su, H. and Zhu, J.", TITLE = "Stochastic Quantization for Learning Accurate Low-Bit Deep Neural Networks", JOURNAL = IJCV, VOLUME = "127", YEAR = "2019", NUMBER = "11-12", MONTH = "December", PAGES = "1629-1642", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146244"} @inproceedings{bb150312, AUTHOR = "Zhou, A. and Yao, A.B. and Wang, K. and Chen, Y.R.", TITLE = "Explicit Loss-Error-Aware Quantization for Low-Bit Deep Neural Networks", BOOKTITLE = CVPR18, YEAR = "2018", PAGES = "9426-9435", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146245"} @article{bb150313, AUTHOR = "Zhou, Z.G. and Zhou, W.G. and Lv, X.T. and Huang, X. and Wang, X.Y. and Li, H.Q.", TITLE = "Progressive Learning of Low-Precision Networks for Image Classification", JOURNAL = MultMed, VOLUME = "23", YEAR = "2021", PAGES = "871-882", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146246"} @article{bb150314, AUTHOR = "Chu, T.S. and Luo, Q. and Yang, J. and Huang, X.L.", TITLE = "Mixed-precision quantized neural networks with progressively decreasing bitwidth", JOURNAL = PR, VOLUME = "111", YEAR = "2021", PAGES = "107647", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146247"} @article{bb150315, AUTHOR = "Zhuang, B. and Tan, M.K. and Liu, J. and Liu, L.Q. and Reid, I.D. and Shen, C.H.", TITLE = "Effective Training of Convolutional Neural Networks With Low-Bitwidth Weights and Activations", JOURNAL = PAMI, VOLUME = "44", YEAR = "2022", NUMBER = "10", MONTH = "October", PAGES = "6140-6152", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146248"} @inproceedings{bb150316, AUTHOR = "Zhuang, B. and Shen, C.H. and Tan, M.K. and Liu, J. 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/pattern652nnq4.html#TT146249"} @article{bb150317, AUTHOR = "Liu, J. and Zhuang, B. and Chen, P. and Shen, C.H. and Cai, J.F. and Tan, M.K.", TITLE = "Single-Path Bit Sharing for Automatic Loss-Aware Model Compression", JOURNAL = PAMI, VOLUME = "45", YEAR = "2023", NUMBER = "10", MONTH = "October", PAGES = "12459-12473", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146250"} @article{bb150318, AUTHOR = "Wu, R. and Liu, H.Y. and Li, J.B.", TITLE = "Adaptive gradients and weight projection based on quantized neural networks for efficient image classification", JOURNAL = CVIU, VOLUME = "223", YEAR = "2022", PAGES = "103516", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146251"} @article{bb150319, AUTHOR = "Wang, P.S. and Chen, W.H. and He, X.Y. and Chen, Q. and Liu, Q.S. and Cheng, J.", TITLE = "Optimization-Based Post-Training Quantization With Bit-Split and Stitching", JOURNAL = PAMI, VOLUME = "45", YEAR = "2023", NUMBER = "2", MONTH = "February", PAGES = "2119-2135", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146252"} @article{bb150320, AUTHOR = "Li, Z. and Ni, B.B. and Yang, X.K. and Zhang, W.J. and Gao, W.", TITLE = "Residual Quantization for Low Bit-Width Neural Networks", JOURNAL = MultMed, VOLUME = "25", YEAR = "2023", PAGES = "214-227", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146253"} @article{bb150321, AUTHOR = "Sharma, P.K. and Abraham, A. and Rajendiran, V.N.", TITLE = "A Generalized Zero-Shot Quantization of Deep Convolutional Neural Networks Via Learned Weights Statistics", JOURNAL = MultMed, VOLUME = "25", YEAR = "2023", PAGES = "953-965", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146254"} @article{bb150322, AUTHOR = "Xu, S.K. and Zhang, S.H. and Liu, J. and Zhuang, B. and Wang, Y.W. and Tan, M.K.", TITLE = "Generative Data Free Model Quantization With Knowledge Matching for Classification", JOURNAL = CirSysVideo, VOLUME = "33", YEAR = "2023", NUMBER = "12", MONTH = "December", PAGES = "7296-7309", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146255"} @article{bb150323, AUTHOR = "Kazemi, E. and Taherkhani, F. and Wang, L.Q.", TITLE = "On complementing unsupervised learning with uncertainty quantification", JOURNAL = PRL, VOLUME = "176", YEAR = "2023", PAGES = "69-75", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146256"} @article{bb150324, AUTHOR = "Sun, S.Z. and Xu, H. and Li, Y. and Li, P. and Sheng, B. and Lin, X.", TITLE = "FastAL: Fast Evaluation Module for Efficient Dynamic Deep Active Learning Using Broad Learning System", JOURNAL = CirSysVideo, VOLUME = "34", YEAR = "2024", NUMBER = "2", MONTH = "February", PAGES = "815-827", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146257"} @article{bb150325, AUTHOR = "Chu, T.S. and Yang, Z. and Huang, X.L.", TITLE = "Improving the Post-Training Neural Network Quantization by Prepositive Feature Quantization", JOURNAL = CirSysVideo, VOLUME = "34", YEAR = "2024", NUMBER = "4", MONTH = "April", PAGES = "3056-3060", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146258"} @article{bb150326, AUTHOR = "Yvinec, E. and Dapogny, A. and Bailly, K.", TITLE = "PIPE: Parallelized inference through ensembling of residual quantization expansions", JOURNAL = PR, VOLUME = "154", YEAR = "2024", PAGES = "110571", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146259"} @article{bb150327, AUTHOR = "Li, Z.K. and Long, X.L. and Xiao, J.R. and Gu, Q.Y.", TITLE = "HTQ: Exploring the High-Dimensional Trade-Off of mixed-precision quantization", JOURNAL = PR, VOLUME = "156", YEAR = "2024", PAGES = "110788", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146260"} @article{bb150328, AUTHOR = "Zhong, Y.S. and Zhou, Y.Y. and Chao, F. and Ji, R.R.", TITLE = "MBQuant: A novel multi-branch topology method for arbitrary bit-width network quantization", JOURNAL = PR, VOLUME = "158", YEAR = "2025", PAGES = "111061", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146261"} @inproceedings{bb150329, AUTHOR = "Protsenko, V. and Kryzhanovskiy, V. and Filippov, A.", TITLE = "Quantization-friendly Winograd Transformations for Convolutional Neural Networks", BOOKTITLE = ECCV24, YEAR = "2024", PAGES = "LVIII: 178-194", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146262"} @inproceedings{bb150330, AUTHOR = "Gongyo, S. and Liang, J.R. and Ambai, M. and Kawakami, R. and Sato, I.", TITLE = "Learning Non-uniform Step Sizes for Neural Network Quantization", BOOKTITLE = ACCV24, YEAR = "2024", PAGES = "VIII: 55-73", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146263"} @inproceedings{bb150331, AUTHOR = "Makhov, D. and Ostapets, R. and Zhelavskaya, I. and Song, D.H. and Solodskikh, K.", TITLE = "Towards Robust Full Low-bit Quantization of Super Resolution Networks", BOOKTITLE = ECCV24, YEAR = "2024", PAGES = "LXXV: 182-198", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146264"} @inproceedings{bb150332, AUTHOR = "Pham, C. and Hoang, A.D. and Nguyen, C.C. and Le, T. and Phung, D. and Carneiro, G. and Do, T.T.", TITLE = "Metaaug: Meta-Data Augmentation for Post-training Quantization", BOOKTITLE = ECCV24, YEAR = "2024", PAGES = "XXVII: 236-252", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146265"} @inproceedings{bb150333, AUTHOR = "Hu, Z.C. and Cao, J. and Xu, W.C. and Ren, R.L. and Fu, T.H. and Xu, X.X. and Zhang, X.", TITLE = "Empirical Research on Quantization for 3D Multi-Modal ViT Models", BOOKTITLE = ICIP24, YEAR = "2024", PAGES = "3606-3612", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146266"} @inproceedings{bb150334, AUTHOR = "Yang, L.W. and Li, Z.K. and Xiao, J. and Gong, H.S. and Gu, Q.Y.", TITLE = "MGRQ: Post-Training Quantization for Vision Transformer with Mixed Granularity Reconstruction", BOOKTITLE = ICIP24, YEAR = "2024", PAGES = "2744-2750", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146267"} @inproceedings{bb150335, AUTHOR = "Kumar, A. and Kim, D. and Park, J. and Behera, L.", TITLE = "Pick-or-Mix: Dynamic Channel Sampling for ConvNets", BOOKTITLE = CVPR24, YEAR = "2024", PAGES = "5873-5882", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146268"} @inproceedings{bb150336, AUTHOR = "Lu, X.Y. and Suganuma, M. and Okatani, T.", TITLE = "SBCFormer: Lightweight Network Capable of Full-size ImageNet Classification at 1 FPS on Single Board Computers", BOOKTITLE = WACV24, YEAR = "2024", PAGES = "1112-1122", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146269"} @inproceedings{bb150337, AUTHOR = "Schaefer, C.J.S. and Joshi, S. and Li, S. and Blazquez, R.", TITLE = "Edge Inference with Fully Differentiable Quantized Mixed Precision Neural Networks", BOOKTITLE = WACV24, YEAR = "2024", PAGES = "8445-8454", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146270"} @inproceedings{bb150338, AUTHOR = "Sun, X. and Panda, R. and Chen, C.F.R. and Wang, N. and Pan, B. and Oliva, A. and Feris, R. and Saenko, K.", TITLE = "Improved Techniques for Quantizing Deep Networks with Adaptive Bit-Widths", 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"http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146277"} @inproceedings{bb150345, AUTHOR = "Xu, K. and Han, L. and Tian, Y. and Yang, S.S. and Zhang, X.Y.", TITLE = "EQ-Net: Elastic Quantization Neural Networks", BOOKTITLE = ICCV23, YEAR = "2023", PAGES = "1505-1514", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146278"} @inproceedings{bb150346, AUTHOR = "Wu, H.M. and Lei, C.Y. and Sun, X. and Wang, P.S. and Chen, Q.F. and Cheng, K.T. and Lin, S. and Wu, Z.R.", TITLE = "Randomized Quantization: A Generic Augmentation for Data Agnostic Self-supervised Learning", BOOKTITLE = ICCV23, YEAR = "2023", PAGES = "16259-16270", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146279"} @inproceedings{bb150347, AUTHOR = "Li, T.X. and Chen, B. and Wang, Q.W. and Huang, Y.J. and Xia, S.T.", TITLE = "LKBQ: Pushing the Limit of Post-Training Quantization to Extreme 1 bit", BOOKTITLE = ICIP23, YEAR = "2023", PAGES = "1775-1779", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146280"} @inproceedings{bb150348, AUTHOR = "Yvinec, E. and Dapogny, A. and Bailly, K.", TITLE = "Designing Strong Baselines for Ternary Neural Network Quantization through Support and Mass Equalization", BOOKTITLE = ICIP23, YEAR = "2023", PAGES = "540-544", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146281"} @inproceedings{bb150349, AUTHOR = "Jeon, Y. and Lee, C. and Kim, H.Y.", TITLE = "Genie: Show Me the Data for Quantization", BOOKTITLE = CVPR23, YEAR = "2023", PAGES = "12064-12073", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146282"} @inproceedings{bb150350, AUTHOR = "Liu, J.W. and Niu, L. and Yuan, Z.H. and Yang, D.W. and Wang, X.G. and Liu, W.Y.", TITLE = "PD-Quant: Post-Training Quantization Based on Prediction Difference Metric", BOOKTITLE = CVPR23, YEAR = "2023", PAGES = "24427-24437", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146283"} @inproceedings{bb150351, AUTHOR = "Noh, H.C. and Hyun, S. and Jeong, W. and Lim, H.S. and Heo, J.P.", TITLE = "Disentangled Representation Learning for Unsupervised Neural Quantization", BOOKTITLE = CVPR23, YEAR = "2023", PAGES = "12001-12010", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146284"} @inproceedings{bb150352, AUTHOR = "Eliezer, N.S. and Banner, R. and Ben Yaakov, H. and Hoffer, E. and Michaeli, T.", TITLE = "Power Awareness in Low Precision Neural Networks", BOOKTITLE = CADK22, YEAR = "2022", PAGES = "67-83", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146285"} @inproceedings{bb150353, AUTHOR = "Finkelstein, A. and Fuchs, E. and Tal, I. and Grobman, M. and Vosco, N. and Meller, E.", TITLE = "QFT: Post-training Quantization via Fast Joint Finetuning of All Degrees of Freedom", BOOKTITLE = CADK22, YEAR = "2022", PAGES = "115-129", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146286"} @inproceedings{bb150354, AUTHOR = "Ben Moshe, L. and Benaim, S. and Wolf, L.B.", TITLE = "FewGAN: Generating from the Joint Distribution of a Few Images", BOOKTITLE = ICIP22, YEAR = "2022", PAGES = "751-755", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146287"} @inproceedings{bb150355, AUTHOR = "Tonin, M. and de Queiroz, R.L.", TITLE = "On Quantization of Image Classification Neural Networks for Compression Without Retraining", BOOKTITLE = ICIP22, YEAR = "2022", PAGES = "916-920", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146288"} @inproceedings{bb150356, AUTHOR = "Cao, Y.H. and Sun, P.Q. and Huang, Y.C. and Wu, J.X. and Zhou, S.C.", TITLE = "Synergistic Self-supervised and Quantization Learning", BOOKTITLE = ECCV22, YEAR = "2022", PAGES = "XXX:587-604", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146289"} 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@inproceedings{bb150360, AUTHOR = "Kim, H.B. and Park, E. and Yoo, S.", TITLE = "BASQ: Branch-wise Activation-clipping Search Quantization for Sub-4-bit Neural Networks", BOOKTITLE = ECCV22, YEAR = "2022", PAGES = "XII:17-33", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146293"} @inproceedings{bb150361, AUTHOR = "Youn, J. and Song, J.H. and Kim, H.S. and Bahk, S.", TITLE = "Bitwidth-Adaptive Quantization-Aware Neural Network Training: A Meta-Learning Approach", BOOKTITLE = ECCV22, YEAR = "2022", PAGES = "XII:208-224", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146294"} @inproceedings{bb150362, AUTHOR = "Tang, C. and Ouyang, K. and Wang, Z. and Zhu, Y.F. and Ji, W. and Wang, Y.W. and Zhu, W.W.", TITLE = "Mixed-Precision Neural Network Quantization via Learned Layer-Wise Importance", BOOKTITLE = ECCV22, YEAR = "2022", PAGES = "XI:259-275", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146295"} @inproceedings{bb150363, AUTHOR = "Solodskikh, K. and Chikin, V. and Aydarkhanov, R. and Song, D.H. and Zhelavskaya, I. and Wei, J.S.", TITLE = "Towards Accurate Network Quantization with Equivalent Smooth Regularizer", BOOKTITLE = ECCV22, YEAR = "2022", PAGES = "XI:727-742", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146296"} @inproceedings{bb150364, AUTHOR = "Jin, G.J. and Yi, X.P. and Huang, W. and Schewe, S. and Huang, X.W.", TITLE = "Enhancing Adversarial Training with Second-Order Statistics of Weights", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "15252-15262", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146297"} @inproceedings{bb150365, AUTHOR = "Zhu, X.S. and Song, J.K. and Gao, L.L. and Zheng, F. and Shen, H.T.", TITLE = "Unified Multivariate Gaussian Mixture for Efficient Neural Image Compression", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "17591-17600", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146298"} @inproceedings{bb150366, AUTHOR = "Zhong, Y.S. and Lin, M.B. and Nan, G.R. and Liu, J.Z. and Zhang, B.C. and Tian, Y.H. and Ji, R.R.", TITLE = "IntraQ: Learning Synthetic Images with Intra-Class Heterogeneity for Zero-Shot Network Quantization", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "12329-12338", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146299"} @inproceedings{bb150367, AUTHOR = "Liu, Z.H. and Wang, Y.H. and Han, K. and Ma, S.W. and Gao, W.", TITLE = "Instance-Aware Dynamic Neural Network Quantization", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "12424-12433", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146300"} @inproceedings{bb150368, AUTHOR = "Chikin, V. and Kryzhanovskiy, V.", TITLE = "Channel Balancing for Accurate Quantization of Winograd Convolutions", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "12497-12506", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146301"} @inproceedings{bb150369, AUTHOR = "Pandey, D.S. and Yu, Q.", TITLE = "Multidimensional Belief Quantification for Label-Efficient Meta-Learning", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "14371-14380", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146302"} @inproceedings{bb150370, AUTHOR = "Liu, H.Y. and Elkerdawy, S. and Ray, N. and Elhoushi, M.", TITLE = "Layer Importance Estimation with Imprinting for Neural Network Quantization", BOOKTITLE = MAI21, YEAR = "2021", PAGES = "2408-2417", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146303"} @inproceedings{bb150371, AUTHOR = "Yun, S. and Wong, A.", TITLE = "Do All MobileNets Quantize Poorly? Gaining Insights into the Effect of Quantization on Depthwise Separable Convolutional Networks Through the Eyes of Multi-scale Distributional Dynamics", BOOKTITLE = MAI21, YEAR = "2021", PAGES = "2447-2456", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146304"} @inproceedings{bb150372, AUTHOR = "Fournarakis, M. and Nagel, M.", TITLE = "In-Hindsight Quantization Range Estimation for Quantized Training", BOOKTITLE = ECV21, YEAR = "2021", PAGES = "3057-3064", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146305"} @inproceedings{bb150373, AUTHOR = "Yu, H.C. and Yang, L.J. and Shi, H.", TITLE = "Is In-Domain Data Really Needed? A Pilot Study on Cross-Domain Calibration for Network Quantization", BOOKTITLE = ECV21, YEAR = "2021", PAGES = "3037-3046", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146306"} @inproceedings{bb150374, AUTHOR = "Langroudi, H.F. and Karia, V. and Carmichael, Z. and Zyarah, A. and Pandit, T. and Gustafson, J.L. and Kudithipudi, D.", TITLE = "Alps: Adaptive Quantization of Deep Neural Networks with GeneraLized PositS", BOOKTITLE = ECV21, YEAR = "2021", PAGES = "3094-3103", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146307"} @inproceedings{bb150375, AUTHOR = "Abdolrashidi, A. and Wang, L. and Agrawal, S. and Malmaud, J. and Rybakov, O. and Leichner, C. and Lew, L.", TITLE = "Pareto-Optimal Quantized ResNet Is Mostly 4-bit", BOOKTITLE = ECV21, YEAR = "2021", PAGES = "3085-3093", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146308"} @inproceedings{bb150376, AUTHOR = "Trusov, A. and Limonova, E. and Slugin, D. and Nikolaev, D. and Arlazarov, V.V.", TITLE = "Fast Implementation of 4-bit Convolutional Neural Networks for Mobile Devices", BOOKTITLE = ICPR21, YEAR = "2021", PAGES = "9897-9903", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146309"} @inproceedings{bb150377, AUTHOR = "Hacene, G.B. and Lassance, C. and Gripon, V. and Courbariaux, M. and Bengio, Y.", TITLE = "Attention Based Pruning for Shift Networks", BOOKTITLE = ICPR21, YEAR = "2021", PAGES = "4054-4061", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146310"} @inproceedings{bb150378, AUTHOR = "Hou, Z. and Kung, S.Y.", TITLE = "A Discriminant Information Approach to Deep Neural Network Pruning", BOOKTITLE = ICPR21, YEAR = "2021", PAGES = "9553-9560", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146311"} @inproceedings{bb150379, AUTHOR = "Marino, G.C. and Ghidoli, G. and Frasca, M. and Malchiodi, D.", TITLE = "Compression strategies and space-conscious representations for deep neural networks", BOOKTITLE = ICPR21, YEAR = "2021", PAGES = "9835-9842", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146312"} @inproceedings{bb150380, AUTHOR = "Yuan, Y. and Chen, C. and Hu, X. and Peng, S.", TITLE = "Towards Low-Bit Quantization of Deep Neural Networks with Limited Data", BOOKTITLE = ICPR21, YEAR = "2021", PAGES = "4377-4384", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146313"} @inproceedings{bb150381, AUTHOR = "Dbouk, H. and Sanghvi, H. and Mehendale, M. and Shanbhag, N.", TITLE = "DBQ: A Differentiable Branch Quantizer for Lightweight Deep Neural Networks", BOOKTITLE = ECCV20, YEAR = "2020", PAGES = "XXVII:90-106", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146314"} @inproceedings{bb150382, AUTHOR = "do Nascimento, M.G. and Costain, T.W. and Prisacariu, V.A.", TITLE = "Finding Non-uniform Quantization Schemes Using Multi-task Gaussian Processes", BOOKTITLE = ECCV20, YEAR = "2020", PAGES = "XVII:383-398", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146315"} @inproceedings{bb150383, AUTHOR = "Neumann, D. and Sattler, F. and Kirchhoffer, H. and Wiedemann, S. and Muller, K. and Schwarz, H. and Wiegand, T. and Marpe, D. and Samek, W.", TITLE = "Deepcabac: Plug Play Compression of Neural Network Weights and Weight Updates", BOOKTITLE = ICIP20, YEAR = "2020", PAGES = "21-25", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146316"} @inproceedings{bb150384, AUTHOR = "Haase, P. and Schwarz, H. and Kirchhoffer, H. and Wiedemann, S. and Marinc, T. and Marban, A. and Muller, K. and Samek, W. and Marpe, D. and Wiegand, T.", TITLE = "Dependent Scalar Quantization For Neural Network Compression", BOOKTITLE = ICIP20, YEAR = "2020", PAGES = "36-40", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146317"} @inproceedings{bb150385, AUTHOR = "Kwon, S.J. and Lee, D. and Kim, B. and Kapoor, P. and Park, B. and Wei, G.", TITLE = "Structured Compression by Weight Encryption for Unstructured Pruning and Quantization", BOOKTITLE = CVPR20, YEAR = "2020", PAGES = "1906-1915", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146318"} @inproceedings{bb150386, AUTHOR = "Jung, J. and Kim, J. and Kim, Y. and Kim, C.", TITLE = "Reinforcement Learning-Based Layer-Wise Quantization For Lightweight Deep Neural Networks", BOOKTITLE = ICIP20, YEAR = "2020", PAGES = "3070-3074", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146319"} @inproceedings{bb150387, AUTHOR = "Geng, X. and Lin, J. and Li, S.", TITLE = "Cascaded Mixed-Precision Networks", BOOKTITLE = ICIP20, YEAR = "2020", PAGES = "241-245", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146320"} @inproceedings{bb150388, AUTHOR = "Fang, J. and Shafiee, A. and Abdel Aziz, H. and Thorsley, D. and Georgiadis, G. and Hassoun, J.H.", TITLE = "Post-training Piecewise Linear Quantization for Deep Neural Networks", BOOKTITLE = ECCV20, YEAR = "2020", PAGES = "II:69-86", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146321"} @inproceedings{bb150389, AUTHOR = "Xie, Z. and Wen, Z.Q. and Liu, J. and Liu, Z.Q. and Wu, X.X. and Tan, M.K.", TITLE = "Deep Transferring Quantization", BOOKTITLE = ECCV20, YEAR = "2020", PAGES = "VIII:625-642", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146322"} @inproceedings{bb150390, AUTHOR = "Wang, Y. and Lu, Y.D. and Blankevoort, T.", TITLE = "Differentiable Joint Pruning and Quantization for Hardware Efficiency", BOOKTITLE = ECCV20, YEAR = "2020", PAGES = "XXIX: 259-277", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146323"} @inproceedings{bb150391, AUTHOR = "Cai, Y.H. and Yao, Z.W. and Dong, Z. and Gholami, A. and Mahoney, M.W. and Keutzer, K.", TITLE = "ZeroQ: A Novel Zero Shot Quantization Framework", BOOKTITLE = CVPR20, YEAR = "2020", PAGES = "13166-13175", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146324"} @inproceedings{bb150392, AUTHOR = "Qu, Z. and Zhou, Z. and Cheng, Y. and Thiele, L.", TITLE = "Adaptive Loss-Aware Quantization for Multi-Bit Networks", BOOKTITLE = CVPR20, YEAR = "2020", PAGES = "7985-7994", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146325"} @inproceedings{bb150393, AUTHOR = "Jin, Q. and Yang, L. and Liao, Z.", TITLE = "AdaBits: Neural Network Quantization With Adaptive Bit-Widths", BOOKTITLE = CVPR20, YEAR = "2020", PAGES = "2143-2153", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146326"} @inproceedings{bb150394, AUTHOR = "Zhu, F. and Gong, R.H. and Yu, F.W. and Liu, X.L. and Wang, Y.F. and Li, Z.L. and Yang, X.Q. and Yan, J.J.", TITLE = "Towards Unified INT8 Training for Convolutional Neural Network", BOOKTITLE = CVPR20, YEAR = "2020", PAGES = "1966-1976", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146327"} @inproceedings{bb150395, AUTHOR = "Zhuang, B. and Liu, L. and Tan, M. and Shen, C. and Reid, I.D.", TITLE = "Training Quantized Neural Networks With a Full-Precision Auxiliary Module", BOOKTITLE = CVPR20, YEAR = "2020", PAGES = "1485-1494", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146328"} @inproceedings{bb150396, AUTHOR = "Yu, H. and Wen, T. and Cheng, G. and Sun, J. and Han, Q. and Shi, J.", TITLE = "Low-bit Quantization Needs Good Distribution", BOOKTITLE = EDLCV20, YEAR = "2020", PAGES = "2909-2918", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146329"} @inproceedings{bb150397, AUTHOR = "Bhalgat, Y. and Lee, J. and Nagel, M. and Blankevoort, T. and Kwak, N.", TITLE = "LSQ+: Improving low-bit quantization through learnable offsets and better initialization", BOOKTITLE = EDLCV20, YEAR = "2020", PAGES = "2978-2985", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146330"} @inproceedings{bb150398, AUTHOR = "Pouransari, H. and Tu, Z. and Tuzel, O.", TITLE = "Least squares binary quantization of neural networks", BOOKTITLE = EDLCV20, YEAR = "2020", PAGES = "2986-2996", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146331"} @inproceedings{bb150399, AUTHOR = "Gope, D. and Beu, J. and Thakker, U. and Mattina, M.", TITLE = "Ternary MobileNets via Per-Layer Hybrid Filter Banks", BOOKTITLE = EDLCV20, YEAR = "2020", PAGES = "3036-3046", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT146332"}