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BOOKTITLE = ICPR21,
YEAR = "2021",
PAGES = "6517-6523",
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TITLE = "HFP: Hardware-Aware Filter Pruning for Deep Convolutional Neural
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PAGES = "255-262",
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AUTHOR = "Shen, S.B. and Li, R.P. and Zhao, Z.F. and Zhang, H.G. and Zhou, Y.",
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BOOKTITLE = ICPR21,
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@inproceedings{bb135103,
AUTHOR = "Nguyen Meidine, L.T. and Granger, E. and Kiran, M. and Pedersoli, M. and Blais Morin, L.A.",
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BOOKTITLE = ICPR21,
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@inproceedings{bb135104,
AUTHOR = "Mitsuno, K. and Kurita, T.",
TITLE = "Filter Pruning using Hierarchical Group Sparse Regularization for
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BOOKTITLE = ICPR21,
YEAR = "2021",
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@inproceedings{bb135105,
AUTHOR = "Soltani, M. and Wu, S. and Ding, J. and Ravier, R. and Tarokh, V.",
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BOOKTITLE = ICPR21,
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PAGES = "6988-6995",
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@inproceedings{bb135106,
AUTHOR = "Foldy Porto, T. and Venkatesha, Y. and Panda, P.",
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BOOKTITLE = ICPR21,
YEAR = "2021",
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@inproceedings{bb135107,
AUTHOR = "Zullich, M. and Medvet, E. and Pellegrino, F.A. and Ansuini, A.",
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Introducing Accelerated Iterative Magnitude Pruning",
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@inproceedings{bb135108,
AUTHOR = "Huesmann, K. and Rodriguez, L.G. and Linsen, L. and Risse, B.",
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BOOKTITLE = EDL-AI20,
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@inproceedings{bb135109,
AUTHOR = "Abdiyeva, K. and Lukac, M. and Ahuja, N.",
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BOOKTITLE = EDL-AI20,
YEAR = "2020",
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@inproceedings{bb135110,
AUTHOR = "Wimmer, P. and Mehnert, J. and Condurache, A.",
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@inproceedings{bb135111,
AUTHOR = "He, J.J. and Chen, B. and Ding, Y.Z. and Li, D.X.",
TITLE = "Feature Variance Ratio-guided Channel Pruning for Deep Convolutional
Network Acceleration",
BOOKTITLE = ACCV20,
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PAGES = "IV:170-186",
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AUTHOR = "Li, D. and Chen, S. and Liu, X.D. and Sun, Y. and Zhang, L.",
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BOOKTITLE = ACCV20,
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@inproceedings{bb135113,
AUTHOR = "Davoodikakhki, M. and Yin, K.",
TITLE = "Hierarchical Action Classification with Network Pruning",
BOOKTITLE = ISVC20,
YEAR = "2020",
PAGES = "I:291-305",
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@inproceedings{bb135114,
AUTHOR = "Elkerdawy, S. and Elhoushi, M. and Singh, A. and Zhang, H. and Ray, N.",
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BOOKTITLE = ACCV20,
YEAR = "2020",
PAGES = "III:737-753",
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@inproceedings{bb135115,
AUTHOR = "Duan, H.R. and Li, H.",
TITLE = "Channel Pruning for Accelerating Convolutional Neural Networks via
Wasserstein Metric",
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YEAR = "2020",
PAGES = "III:492-505",
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@inproceedings{bb135116,
AUTHOR = "Xu, Z.W. and Ajanthan, T. and Hartley, R.I.",
TITLE = "Fast and Differentiable Message Passing on Pairwise Markov Random
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BOOKTITLE = ACCV20,
YEAR = "2020",
PAGES = "III:523-540",
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@inproceedings{bb135117,
AUTHOR = "Xu, Z.W. and Ajanthan, T. and Vineet, V. and Hartley, R.I.",
TITLE = "RANP: Resource Aware Neuron Pruning at Initialization for 3D CNNs",
BOOKTITLE = "3DV20",
YEAR = "2020",
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@inproceedings{bb135118,
AUTHOR = "Ning, X.F. and Zhao, T.C. and Li, W.S. and Lei, P. and Wang, Y. and Yang, H.Z.",
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PAGES = "III:592-607",
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YEAR = "2020",
PAGES = "XXV:322-338",
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@inproceedings{bb135120,
AUTHOR = "Wang, Y.K. and Sun, F.C. and Li, D. and Yao, A.B.",
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BOOKTITLE = ECCV20,
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BOOKTITLE = ICIP20,
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AUTHOR = "Meyer, M. and Wiesner, J. and Rohlfing, C.",
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BOOKTITLE = CVPR17,
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AUTHOR = "Guo, J. and Potkonjak, M.",
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BOOKTITLE = ECVW17,
YEAR = "2017",
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AUTHOR = "Wang, W. and Zhu, L.Q.",
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compression",
JOURNAL = JVCIR,
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YEAR = "2020",
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AUTHOR = "Kaplan, C. and Bulbul, A.",
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AUTHOR = "Yao, K.X. and Cao, F.L. and Leung, Y. and Liang, J.",
TITLE = "Deep neural network compression through interpretability-based filter
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JOURNAL = PR,
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YEAR = "2021",
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AUTHOR = "Gowdra, N. and Sinha, R. and MacDonell, S. and Yan, W.Q.",
TITLE = "Mitigating severe over-parameterization in deep convolutional neural
networks through forced feature abstraction and compression with an
entropy-based heuristic",
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VOLUME = "119",
YEAR = "2021",
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AUTHOR = "Zhang, H.J. and An, L. and Chu, V.W. and Stow, D.A. and Liu, X.B. and Ding, Q.H.",
TITLE = "Learning Adjustable Reduced Downsampling Network for Small Object
Detection in Urban Environments",
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AUTHOR = "Yao, J. and Wang, D.D. and Hu, H. and Xing, W.W. and Wang, L.Q.",
TITLE = "ADCNN: Towards learning adaptive dilation for convolutional neural
networks",
JOURNAL = PR,
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@inproceedings{bb135171,
AUTHOR = "Tahiri, Y. and Seddik, M.E. and Tamaazousti, M.",
TITLE = "Optimization-Based Neural Networks Compression",
BOOKTITLE = ICIP21,
YEAR = "2021",
PAGES = "3512-3516",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT131242"}
@article{bb135172,
AUTHOR = "Rueckauer, B. and Liu, S.C.",
TITLE = "Contraction of Dynamically Masked Deep Neural Networks for Efficient
Video Processing",
JOURNAL = CirSysVideo,
VOLUME = "32",
YEAR = "2022",
NUMBER = "2",
MONTH = "February",
PAGES = "621-633",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT131243"}
@inproceedings{bb135173,
AUTHOR = "Wang, Z.Z. and Qin, M.H. and Chen, Y.K.",
TITLE = "Learning from the CNN-based Compressed Domain",
BOOKTITLE = WACV22,
YEAR = "2022",
PAGES = "4000-4008",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT131244"}
@article{bb135174,
AUTHOR = "Kirchhoffer, H. and Haase, P. and Samek, W. and Muller, K. and Rezazadegan Tavakoli, H. and Cricri, F. and Aksu, E.B. and Hannuksela, M.M. and Jiang, W. and Wang, W. and Liu, S. and Jain, S. and Hamidi Rad, S. and Racape, F. and Bailer, W.",
TITLE = "Overview of the Neural Network Compression and Representation (NNR)
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JOURNAL = CirSysVideo,
VOLUME = "32",
YEAR = "2022",
NUMBER = "5",
MONTH = "May",
PAGES = "3203-3216",
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@article{bb135175,
AUTHOR = "Ji, Y.W. and Wang, Q.",
TITLE = "Fast CP-compression layer:
Tensor CP-decomposition to compress layers in deep learning",
JOURNAL = IET-IPR,
VOLUME = "16",
YEAR = "2022",
NUMBER = "9",
PAGES = "2535-2543",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT131246"}
@article{bb135176,
AUTHOR = "Zhang, L.F. and Bao, C.L. and Ma, K.S.",
TITLE = "Self-Distillation: Towards Efficient and Compact Neural Networks",
JOURNAL = PAMI,
VOLUME = "44",
YEAR = "2022",
NUMBER = "8",
MONTH = "August",
PAGES = "4388-4403",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT131247"}
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AUTHOR = "Young, S.I. and Zhe, W. and Taubman, D. and Girod, B.",
TITLE = "Transform Quantization for CNN Compression",
JOURNAL = PAMI,
VOLUME = "44",
YEAR = "2022",
NUMBER = "9",
MONTH = "September",
PAGES = "5700-5714",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT131248"}
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AUTHOR = "Mo, R.Y. and Lai, S.Q. and Yan, Y. and Chai, Z.H. and Wei, X.L.",
TITLE = "Dimension-aware attention for efficient mobile networks",
JOURNAL = PR,
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YEAR = "2022",
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AUTHOR = "Yan, T.W. and Zhang, N. and Li, J. and Liu, W.C. and Chen, H.",
TITLE = "Automatic Deployment of Convolutional Neural Networks on FPGA for
Spaceborne Remote Sensing Application",
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NUMBER = "13",
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AUTHOR = "Liu, Y.F. and Cao, J.J. and Li, B. and Hu, W.M. and Maybank, S.",
TITLE = "Learning to Explore Distillability and Sparsability:
A Joint Framework for Model Compression",
JOURNAL = PAMI,
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YEAR = "2023",
NUMBER = "3",
MONTH = "March",
PAGES = "3378-3395",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT131251"}
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AUTHOR = "Tian, Q. and Arbel, T. and Clark, J.J.",
TITLE = "Grow-push-prune: Aligning deep discriminants for effective structural
network compression",
JOURNAL = CVIU,
VOLUME = "231",
YEAR = "2023",
PAGES = "103682",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT131252"}
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AUTHOR = "Guo, S. and Lai, B.L. and Yang, S. and Zhao, J. and Shen, F.",
TITLE = "Sensitivity pruner: Filter-Level compression algorithm for deep
neural networks",
JOURNAL = PR,
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YEAR = "2023",
PAGES = "109508",
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AUTHOR = "Zhu, Y.Y. and Xie, L. and Xie, Z. and Yin, M. and Yin, G.",
TITLE = "FSConv: Flexible and separable convolution for convolutional neural
networks compression",
JOURNAL = PR,
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YEAR = "2023",
PAGES = "109589",
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AUTHOR = "Lu, W.Z. and Chen, M. and Guo, K. and Li, W.Y.",
TITLE = "Cascaded Compressed Sensing Networks",
JOURNAL = SPLetters,
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YEAR = "2023",
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AUTHOR = "Guo, L. and Zhao, Y.B. and Gao, J.D.",
TITLE = "Compression of Vehicle and Pedestrian Detection Network Based on YOLOv3
Model",
JOURNAL = IEICE,
VOLUME = "E106-D",
YEAR = "2023",
NUMBER = "5",
MONTH = "May",
PAGES = "735-745",
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AUTHOR = "Peng, P. and You, M.Y. and Jiang, K. and Lian, Y. and Xu, W.S.",
TITLE = "MBFQuant: A Multiplier-Bitwidth-Fixed, Mixed-Precision Quantization
Method for Mobile CNN-Based Applications",
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YEAR = "2023",
PAGES = "2438-2453",
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AUTHOR = "Zhang, C.Y. and Li, C. and Guo, B. and Liao, N.N.",
TITLE = "Neural Network Compression via Low Frequency Preference",
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AUTHOR = "Wu, J. and Zhu, D. and Fang, L.Y. and Deng, Y. and Zhong, Z.",
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TITLE = "Pbcstereo: A Compressed Stereo Network with Pure Binary Convolutional
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AUTHOR = "Kim, S. and Kim, D.Y. and Moon, J.",
TITLE = "Deep Neural Network Compression for Image Inpainting",
BOOKTITLE = CADK22,
YEAR = "2022",
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AUTHOR = "Given, N.A.",
TITLE = "LCS: Learning Compressible Subspaces for Efficient, Adaptive,
Real-Time Network Compression at Inference Time",
BOOKTITLE = WACV23,
YEAR = "2023",
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AUTHOR = "Gordon, C. and Chng, S.F. and MacDonald, L. and Lucey, S.",
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BOOKTITLE = WACV23,
YEAR = "2023",
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AUTHOR = "Pham, C. and Hoang, T. and Do, T.T.",
TITLE = "Collaborative Multi-Teacher Knowledge Distillation for Learning Low
Bit-width Deep Neural Networks",
BOOKTITLE = WACV23,
YEAR = "2023",
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@inproceedings{bb135194,
AUTHOR = "Horton, M. and Jin, Y.Z. and Farhadi, A. and Rastegari, M.",
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BOOKTITLE = "ICPR22",
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AUTHOR = "Andreev, P. and Fritzler, A.",
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Inference: A Methodological Study",
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YEAR = "2022",
PAGES = "2179-2185",
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AUTHOR = "Liu, Y.C. and Wentzlaff, D. and Kung, S.Y.",
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BOOKTITLE = "ICPR22",
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@inproceedings{bb135197,
AUTHOR = "Fu, S.M. and Wang, H.L. and Cao, Y.C. and Hu, H.J. and Peng, B. and Tan, W.M. and Ye, T.Q.",
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@inproceedings{bb135198,
AUTHOR = "Wang, W. and Chen, Z. and Wang, Z. and Lin, J. and Xu, L. and Lin, W.S.",
TITLE = "Channel-Wise Bit Allocation for Deep Visual Feature Quantization",
BOOKTITLE = ICIP22,
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@inproceedings{bb135199,
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