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BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT131331"}
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AUTHOR = "Zhu, X. and Song, J. and Gao, 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",
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@inproceedings{bb135262,
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#TT131333"}
@inproceedings{bb135263,
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",
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@inproceedings{bb135264,
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#TT131335"}
@inproceedings{bb135265,
AUTHOR = "Pandey, D.S. and Yu, Q.",
TITLE = "Multidimensional Belief Quantification for Label-Efficient
Meta-Learning",
BOOKTITLE = CVPR22,
YEAR = "2022",
PAGES = "14371-14380",
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@inproceedings{bb135266,
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#TT131337"}
@inproceedings{bb135267,
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#TT131338"}
@inproceedings{bb135268,
AUTHOR = "Fournarakis, M. and Nagel, M.",
TITLE = "In-Hindsight Quantization Range Estimation for Quantized Training",
BOOKTITLE = ECV21,
YEAR = "2021",
PAGES = "3057-3064",
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@inproceedings{bb135269,
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#TT131340"}
@inproceedings{bb135270,
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#TT131341"}
@inproceedings{bb135271,
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#TT131342"}
@inproceedings{bb135272,
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#TT131343"}
@inproceedings{bb135273,
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#TT131344"}
@inproceedings{bb135274,
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#TT131345"}
@inproceedings{bb135275,
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",
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@inproceedings{bb135276,
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#TT131347"}
@inproceedings{bb135277,
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",
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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",
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@inproceedings{bb135279,
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",
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BOOKTITLE = ICIP20,
YEAR = "2020",
PAGES = "36-40",
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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",
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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,
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AUTHOR = "Geng, X. and Lin, J. and Li, S.",
TITLE = "Cascaded Mixed-Precision Networks",
BOOKTITLE = ICIP20,
YEAR = "2020",
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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",
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AUTHOR = "Xie, Z. and Wen, Z.Q. and Liu, J. and Liu, Z.Q. and Wu, X.X. and Tan, M.K.",
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YEAR = "2020",
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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",
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AUTHOR = "Cai, Y.H. and Yao, Z.W. and Dong, Z. and Gholami, A. and Mahoney, M.W. and Keutzer, K.",
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AUTHOR = "Qu, Z. and Zhou, Z. and Cheng, Y. and Thiele, L.",
TITLE = "Adaptive Loss-Aware Quantization for Multi-Bit Networks",
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YEAR = "2020",
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AUTHOR = "Jin, Q. and Yang, L. and Liao, Z.",
TITLE = "AdaBits: Neural Network Quantization With Adaptive Bit-Widths",
BOOKTITLE = CVPR20,
YEAR = "2020",
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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.",
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BOOKTITLE = CVPR20,
YEAR = "2020",
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@inproceedings{bb135291,
AUTHOR = "Zhuang, B. and Liu, L. and Tan, M. and Shen, C. and Reid, I.D.",
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Module",
BOOKTITLE = CVPR20,
YEAR = "2020",
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@inproceedings{bb135292,
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",
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@inproceedings{bb135293,
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",
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@inproceedings{bb135294,
AUTHOR = "Pouransari, H. and Tu, Z. and Tuzel, O.",
TITLE = "Least squares binary quantization of neural networks",
BOOKTITLE = EDLCV20,
YEAR = "2020",
PAGES = "2986-2996",
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@inproceedings{bb135295,
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",
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@inproceedings{bb135296,
AUTHOR = "Wang, T. and Wang, K. and Cai, H. and Lin, J. and Liu, Z. and Wang, H. and Lin, Y. and Han, S.",
TITLE = "APQ: Joint Search for Network Architecture, Pruning and Quantization
Policy",
BOOKTITLE = CVPR20,
YEAR = "2020",
PAGES = "2075-2084",
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@inproceedings{bb135297,
AUTHOR = "Yu, H.B. and Han, Q. and Li, J.B. and Shi, J.P. and Cheng, G.L. and Fan, B.",
TITLE = "Search What You Want:
Barrier Penalty NAS for Mixed Precision Quantization",
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YEAR = "2020",
PAGES = "IX:1-16",
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@inproceedings{bb135298,
AUTHOR = "Marban, A. and Becking, D. and Wiedemann, S. and Samek, W.",
TITLE = "Learning Sparse Ternary Neural Networks with Entropy-Constrained
Trained Ternarization (EC2T)",
BOOKTITLE = EDLCV20,
YEAR = "2020",
PAGES = "3105-3113",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT131369"}
@inproceedings{bb135299,
AUTHOR = "Langroudi, H.F. and Karia, V. and Gustafson, J.L. and Kudithipudi, D.",
TITLE = "Adaptive Posit: Parameter aware numerical format for deep learning
inference on the edge",
BOOKTITLE = EDLCV20,
YEAR = "2020",
PAGES = "3123-3131",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT131370"}
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