@inproceedings{bb163500,
        AUTHOR = "Bell, S. and Zitnick, C.L. and Bala, K. and Girshick, R.",
        TITLE = "Inside-Outside Net: Detecting Objects in Context with Skip Pooling
and Recurrent Neural Networks",
        BOOKTITLE = CVPR16,
        YEAR = "2016",
        PAGES = "2874-2883",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652poo2.html#TT159344"}

@inproceedings{bb163501,
        AUTHOR = "Yang, F. and Choi, W. and Lin, Y.",
        TITLE = "Exploit All the Layers: Fast and Accurate CNN Object Detector with
Scale Dependent Pooling and Cascaded Rejection Classifiers",
        BOOKTITLE = CVPR16,
        YEAR = "2016",
        PAGES = "2129-2137",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652poo2.html#TT159345"}

@inproceedings{bb163502,
        AUTHOR = "Mopuri, K.R. and Babu, R.V.",
        TITLE = "Object level deep feature pooling for compact image representation",
        BOOKTITLE = DeepLearn15,
        YEAR = "2015",
        PAGES = "62-70",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652poo2.html#TT159346"}

@inproceedings{bb163503,
        AUTHOR = "Yang, M. and Li, B. and Fan, H.Q. and Jiang, Y.N.",
        TITLE = "Randomized spatial pooling in deep convolutional networks for scene
recognition",
        BOOKTITLE = ICIP15,
        YEAR = "2015",
        PAGES = "402-406",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652poo2.html#TT159347"}

@inproceedings{bb163504,
        AUTHOR = "Yoo, D.G. and Park, S.G. and Lee, J.Y. and Kweon, I.S.",
        TITLE = "Multi-scale pyramid pooling for deep convolutional representation",
        BOOKTITLE = DeepLearn15,
        YEAR = "2015",
        PAGES = "71-80",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652poo2.html#TT159348"}

@inproceedings{bb163505,
        AUTHOR = "Liu, L.Q. and Shen, C.H. and van den Hengel, A.J.",
        TITLE = "The treasure beneath convolutional layers:
Cross-convolutional-layer pooling for image classification",
        BOOKTITLE = CVPR15,
        YEAR = "2015",
        PAGES = "4749-4757",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652poo2.html#TT159349"}

@inproceedings{bb163506,
        AUTHOR = "Gong, Y.C. and Wang, L.W. and Guo, R.Q. and Lazebnik, S.",
        TITLE = "Multi-scale Orderless Pooling of Deep Convolutional Activation Features",
        BOOKTITLE = ECCV14,
        YEAR = "2014",
        PAGES = "VII: 392-407",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652poo2.html#TT159350"}

@article{bb163507,
        AUTHOR = "Zhang, X.Y. and Zou, J.H. and He, K.M. and Sun, J.",
        TITLE = "Accelerating Very Deep Convolutional Networks for Classification and
Detection",
        JOURNAL = PAMI,
        VOLUME = "38",
        YEAR = "2016",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "1943-1955",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159351"}

@inproceedings{bb163508,
        AUTHOR = "He, Y. and Zhang, X.Y. and Sun, J.",
        TITLE = "Channel Pruning for Accelerating Very Deep Neural Networks",
        BOOKTITLE = ICCV17,
        YEAR = "2017",
        PAGES = "1398-1406",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159352"}

@inproceedings{bb163509,
        AUTHOR = "Zhang, X.Y. and Zou, J.H. and Ming, X. and He, K.M. and Sun, J.",
        TITLE = "Efficient and accurate approximations of nonlinear convolutional
networks",
        BOOKTITLE = CVPR15,
        YEAR = "2015",
        PAGES = "1984-1992",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159353"}

@inproceedings{bb163510,
        AUTHOR = "He, K.M. and Zhang, X.Y. and Ren, S.Q. and Sun, J.",
        TITLE = "Delving Deep into Rectifiers:
Surpassing Human-Level Performance on ImageNet Classification",
        BOOKTITLE = ICCV15,
        YEAR = "2015",
        PAGES = "1026-1034",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159354"}

@article{bb163511,
        AUTHOR = "Sze, V. and Chen, Y.H. and Yang, T.J. and Emer, J.S.",
        TITLE = "Efficient Processing of Deep Neural Networks: A Tutorial and Survey",
        JOURNAL = PIEEE,
        VOLUME = "105",
        YEAR = "2017",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "2295-2329",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159355"}

@article{bb163512,
        AUTHOR = "Cavigelli, L. and Benini, L.",
        TITLE = "Origami: A 803-GOp/s/W Convolutional Network Accelerator",
        JOURNAL = CirSysVideo,
        VOLUME = "27",
        YEAR = "2017",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "2461-2475",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159356"}

@article{bb163513,
        AUTHOR = "Cavigelli, L. and Benini, L.",
        TITLE = "CBinfer: Exploiting Frame-to-Frame Locality for Faster Convolutional
Network Inference on Video Streams",
        JOURNAL = CirSysVideo,
        VOLUME = "30",
        YEAR = "2020",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "1451-1465",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159357"}

@article{bb163514,
        AUTHOR = "Ghesu, F.C. and Krubasik, E. and Georgescu, B. and Singh, V. and Zheng, Y. and Hornegger, J. and Comaniciu, D.",
        TITLE = "Marginal Space Deep Learning: Efficient Architecture for Volumetric
Image Parsing",
        JOURNAL = MedImg,
        VOLUME = "35",
        YEAR = "2016",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "1217-1228",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159358"}

@article{bb163515,
        AUTHOR = "Revathi, A.R. and Kumar, D.",
        TITLE = "An efficient system for anomaly detection using deep learning
classifier",
        JOURNAL = SIViP,
        VOLUME = "11",
        YEAR = "2017",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "291-299",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159359"}

@article{bb163516,
        AUTHOR = "Sun, B. and Feng, H.",
        TITLE = "Efficient Compressed Sensing for Wireless Neural Recording:
A Deep Learning Approach",
        JOURNAL = SPLetters,
        VOLUME = "24",
        YEAR = "2017",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "863-867",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159360"}

@article{bb163517,
        AUTHOR = "Xu, T.B. and Yang, P.P. and Zhang, X.Y. and Liu, C.L.",
        TITLE = "LightweightNet: Toward fast and lightweight convolutional neural
networks via architecture distillation",
        JOURNAL = PR,
        VOLUME = "88",
        YEAR = "2019",
        PAGES = "272-284",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159361"}

@article{bb163518,
        AUTHOR = "Zhang, C.Y. and Zhao, Q. and Chen, C.L.P. and Liu, W.X.",
        TITLE = "Deep compression of probabilistic graphical networks",
        JOURNAL = PR,
        VOLUME = "96",
        YEAR = "2019",
        PAGES = "106979",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159362"}

@inproceedings{bb163519,
        AUTHOR = "Brillet, L.F. and Mancini, S. and Cleyet Merle, S. and Nicolas, M.",
        TITLE = "Tunable CNN Compression Through Dimensionality Reduction",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "3851-3855",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159363"}

@article{bb163520,
        AUTHOR = "Lin, S.H. and Ji, R.R. and Chen, C. and Tao, D.C. and Luo, J.B.",
        TITLE = "Holistic CNN Compression via Low-Rank Decomposition with Knowledge
Transfer",
        JOURNAL = PAMI,
        VOLUME = "41",
        YEAR = "2019",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "2889-2905",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159364"}

@article{bb163521,
        AUTHOR = "Zhang, L. and Bu, X.K. and Li, B.",
        TITLE = "XNORCONV: CNNs accelerator implemented on FPGA using a hybrid CNNs
structure and an inter-layer pipeline method",
        JOURNAL = IET-IPR,
        VOLUME = "14",
        YEAR = "2020",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "105-113",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159365"}

@article{bb163522,
        AUTHOR = "Chen, Z. and Fan, K. and Wang, S. and Duan, L. and Lin, W. and Kot, A.C.",
        TITLE = "Toward Intelligent Sensing: Intermediate Deep Feature Compression",
        JOURNAL = IP,
        VOLUME = "29",
        YEAR = "2020",
        PAGES = "2230-2243",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159366"}

@article{bb163523,
        AUTHOR = "Lobel, H. and Vidal, R. and Soto, A.",
        TITLE = "CompactNets: Compact Hierarchical Compositional Networks for Visual
Recognition",
        JOURNAL = CVIU,
        VOLUME = "191",
        YEAR = "2020",
        PAGES = "102841",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159367"}

@article{bb163524,
        AUTHOR = "Ding, L. and Tian, Y.H. and Fan, H.F. and Chen, C.H. and Huang, T.J.",
        TITLE = "Joint Coding of Local and Global Deep Features in Videos for Visual
Search",
        JOURNAL = IP,
        VOLUME = "29",
        YEAR = "2020",
        PAGES = "3734-3749",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159368"}

@article{bb163525,
        AUTHOR = "Browne, D. and Giering, M. and Prestwich, S.",
        TITLE = "PulseNetOne: Fast Unsupervised Pruning of Convolutional Neural
Networks for Remote Sensing",
        JOURNAL = RS,
        VOLUME = "12",
        YEAR = "2020",
        NUMBER = "7",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159369"}

@article{bb163526,
        AUTHOR = "Liu, Z.C. and Luo, W.H. and Wu, B.Y. and Yang, X. and Liu, W. and Cheng, K.T.",
        TITLE = "Bi-Real Net: Binarizing Deep Network Towards Real-Network Performance",
        JOURNAL = IJCV,
        VOLUME = "128",
        YEAR = "2020",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "202-219",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159370"}

@inproceedings{bb163527,
        AUTHOR = "Liu, Z.C. and Wu, B.Y. and Luo, W.H. and Yang, X. and Liu, W. and Cheng, K.T.",
        TITLE = "Bi-Real Net: Enhancing the Performance of 1-Bit CNNs with Improved
Representational Capability and Advanced Training Algorithm",
        BOOKTITLE = ECCV18,
        YEAR = "2018",
        PAGES = "XV: 747-763",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159371"}

@article{bb163528,
        AUTHOR = "Sun, F.Z. and Li, S.J. and Wang, S.H. and Liu, Q.J. and Zhou, L.X.",
        TITLE = "CostNet: A Concise Overpass Spatiotemporal Network for Predictive
Learning",
        JOURNAL = IJGI,
        VOLUME = "9",
        YEAR = "2020",
        NUMBER = "4",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159372"}

@article{bb163529,
        AUTHOR = "Kalayeh, M.M. and Shah, M.",
        TITLE = "Training Faster by Separating Modes of Variation in Batch-Normalized
Models",
        JOURNAL = PAMI,
        VOLUME = "42",
        YEAR = "2020",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "1483-1500",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159373"}

@article{bb163530,
        AUTHOR = "Ma, W.C. and Wu, Y.W. and Cen, F. and Wang, G.H.",
        TITLE = "MDFN: Multi-scale deep feature learning network for object detection",
        JOURNAL = PR,
        VOLUME = "100",
        YEAR = "2020",
        PAGES = "107149",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159374"}

@article{bb163531,
        AUTHOR = "Patel, K. and Wang, G.H.",
        TITLE = "A discriminative channel diversification network for image
classification",
        JOURNAL = PRL,
        VOLUME = "153",
        YEAR = "2022",
        PAGES = "176-182",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159375"}

@inproceedings{bb163532,
        AUTHOR = "Ma, W.C. and Wu, Y.W. and Wang, Z. and Wang, G.H.",
        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#TT159376"}

@inproceedings{bb163533,
        AUTHOR = "Lelekas, I. and Tomen, N. and Pintea, S.L. and van Gemert, J.C.",
        TITLE = "Top-Down Networks: A coarse-to-fine reimagination of CNNs",
        BOOKTITLE = DeepVision20,
        YEAR = "2020",
        PAGES = "3244-3253",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159377"}

@article{bb163534,
        AUTHOR = "Ma, L.H. and Fan, H.Y. and Lu, Z.M. and Tian, D.",
        TITLE = "Acceleration of multi-task cascaded convolutional networks",
        JOURNAL = IET-IPR,
        VOLUME = "14",
        YEAR = "2020",
        NUMBER = "11",
        MONTH = "September",
        PAGES = "2435-2441",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159378"}

@article{bb163535,
        AUTHOR = "Jiang, Y.G. and Cheng, C.M. and Lin, H.Y. and Fu, Y.W.",
        TITLE = "Learning Layer-Skippable Inference Network",
        JOURNAL = IP,
        VOLUME = "29",
        YEAR = "2020",
        PAGES = "8747-8759",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159379"}

@article{bb163536,
        AUTHOR = "Fang, Z.Y. and Ren, J.C. and Marshall, S. and Zhao, H.M. and Wang, S. and Li, X.L.",
        TITLE = "Topological optimization of the DenseNet with pretrained-weights
inheritance and genetic channel selection",
        JOURNAL = PR,
        VOLUME = "109",
        YEAR = "2021",
        PAGES = "107608",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159380"}

@article{bb163537,
        AUTHOR = "Li, G.Q. and Zhang, M. and Li, J. and Lv, F. and Tong, G.D.",
        TITLE = "Efficient densely connected convolutional neural networks",
        JOURNAL = PR,
        VOLUME = "109",
        YEAR = "2021",
        PAGES = "107610",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159381"}

@article{bb163538,
        AUTHOR = "Yang, Y.Q. and Lv, H.J. and Chen, N. and Wu, Y. and Zheng, J.Y. and Zheng, Z.X.",
        TITLE = "Local minima found in the subparameter space can be effective for
ensembles of deep convolutional neural networks",
        JOURNAL = PR,
        VOLUME = "109",
        YEAR = "2021",
        PAGES = "107582",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159382"}

@article{bb163539,
        AUTHOR = "Gurhanli, A.",
        TITLE = "Accelerating convolutional neural network training using ProMoD
backpropagation algorithm",
        JOURNAL = IET-IPR,
        VOLUME = "14",
        YEAR = "2020",
        NUMBER = "13",
        MONTH = "November",
        PAGES = "2957-2964",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159383"}

@article{bb163540,
        AUTHOR = "Xi, J.B. and Ersoy, O.K. and Fang, J.W. and Cong, M. and Wu, T.J. and Zhao, C.Y. and Li, Z.H.",
        TITLE = "Wide Sliding Window and Subsampling Network for Hyperspectral Image
Classification",
        JOURNAL = RS,
        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "7",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159384"}

@article{bb163541,
        AUTHOR = "Xi, J.B. and Cong, M. and Ersoy, O.K. and Zou, W.B. and Zhao, C.Y. and Li, Z.H. and Gu, J.K. and Wu, T.J.",
        TITLE = "Dynamic Wide and Deep Neural Network for Hyperspectral Image
Classification",
        JOURNAL = RS,
        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "13",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159385"}

@article{bb163542,
        AUTHOR = "Xi, J.B. and Ersoy, O.K. and Cong, M. and Zhao, C.Y. and Qu, W. and Wu, T.J.",
        TITLE = "Wide and Deep Fourier Neural Network for Hyperspectral Remote Sensing
Image Classification",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "12",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159386"}

@article{bb163543,
        AUTHOR = "Avola, D. and Cinque, L. and Diko, A. and Fagioli, A. and Foresti, G.L. and Mecca, A. and Pannone, D. and Piciarelli, C.",
        TITLE = "MS-Faster R-CNN: Multi-Stream Backbone for Improved Faster R-CNN
Object Detection and Aerial Tracking from UAV Images",
        JOURNAL = RS,
        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "9",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159387"}

@article{bb163544,
        AUTHOR = "Cancela, B. and Bolon Canedo, V. and Alonso Betanzos, A.",
        TITLE = "E2E-FS: An End-to-End Feature Selection Method for Neural Networks",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "8311-8323",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159388"}

@inproceedings{bb163545,
        AUTHOR = "Cancela, B. and Bolon Canedo, V. and Alonso Betanzos, A.",
        TITLE = "Can data placement be effective for Neural Networks classification
tasks? Introducing the Orthogonal Loss",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "392-399",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159389"}

@article{bb163546,
        AUTHOR = "Jie, Z.Q. and Sun, P. and Li, X. and Feng, J.S. and Liu, W.",
        TITLE = "Anytime Recognition with Routing Convolutional Networks",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "1875-1886",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159390"}

@article{bb163547,
        AUTHOR = "Kocanaogullari, A. and Smedemark Margulies, N. and Akcakaya, M. and Erdogmus, D.",
        TITLE = "Geometric Analysis of Uncertainty Sampling for Dense Neural Network
Layer",
        JOURNAL = SPLetters,
        VOLUME = "28",
        YEAR = "2021",
        PAGES = "867-871",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159391"}

@article{bb163548,
        AUTHOR = "Paoletti, M.E. and Haut, J.M. and Tao, X.W. and Plaza, J. and Plaza, A.",
        TITLE = "FLOP-Reduction Through Memory Allocations Within CNN for
Hyperspectral Image Classification",
        JOURNAL = GeoRS,
        VOLUME = "59",
        YEAR = "2021",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "5938-5952",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159392"}

@article{bb163549,
        AUTHOR = "Liu, X.Y. and Di, X.G.",
        TITLE = "TanhExp: A smooth activation function with high convergence speed for
lightweight neural networks",
        JOURNAL = IET-CV,
        VOLUME = "15",
        YEAR = "2021",
        NUMBER = "2",
        PAGES = "136-150",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159393"}

@article{bb163550,
        AUTHOR = "Gao, H.Y. and Wang, Z.Y. and Cai, L. and Ji, S.W.",
        TITLE = "ChannelNets: Compact and Efficient Convolutional Neural Networks via
Channel-Wise Convolutions",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "2570-2581",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159394"}

@article{bb163551,
        AUTHOR = "Hou, Y. and Fan, H. and Li, L. and Li, B.L.",
        TITLE = "Adaptive learning cost-sensitive convolutional neural network",
        JOURNAL = IET-CV,
        VOLUME = "15",
        YEAR = "2021",
        NUMBER = "5",
        PAGES = "346-355",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159395"}

@article{bb163552,
        AUTHOR = "Qiu, J.X. and Chen, C. and Liu, S.C. and Zhang, H.Y. and Zeng, B.",
        TITLE = "SlimConv: Reducing Channel Redundancy in Convolutional Neural
Networks by Features Recombining",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "6434-6445",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159396"}

@article{bb163553,
        AUTHOR = "Li, Z.Z. and Yang, X.Y. and Shen, K.Q. and Jiang, F. and Jiang, J. and Ren, H. and Li, Y.X.",
        TITLE = "PSGU: Parametric self-circulation gating unit for deep neural
networks",
        JOURNAL = JVCIR,
        VOLUME = "80",
        YEAR = "2021",
        PAGES = "103294",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159397"}

@article{bb163554,
        AUTHOR = "Han, Y.Z. and Huang, G. and Song, S.J. and Yang, L. and Zhang, Y.T. and Jiang, H.J.",
        TITLE = "Spatially Adaptive Feature Refinement for Efficient Inference",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "9345-9358",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159398"}

@article{bb163555,
        AUTHOR = "Gong, S.J. and Zhang, S.S. and Yang, J. and Yuen, P.C.",
        TITLE = "Self-Fusion Convolutional Neural Networks",
        JOURNAL = PRL,
        VOLUME = "152",
        YEAR = "2021",
        PAGES = "50-55",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159399"}

@article{bb163556,
        AUTHOR = "Mehta, S. and Hajishirzi, H. and Rastegari, M.",
        TITLE = "DiCENet: Dimension-Wise Convolutions for Efficient Networks",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "2416-2425",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159400"}

@inproceedings{bb163557,
        AUTHOR = "Mehta, S. and Rastegari, M. and Shapiro, L. and Hajishirzi, H.",
        TITLE = "ESPNetv2: A Light-Weight, Power Efficient, and General Purpose
Convolutional Neural Network",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "9182-9192",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159401"}

@article{bb163558,
        AUTHOR = "Han, K. and Wang, Y.H. and Xu, C. and Guo, J.Y. and Xu, C.J. and Wu, E. and Tian, Q.",
        TITLE = "GhostNets on Heterogeneous Devices via Cheap Operations",
        JOURNAL = IJCV,
        VOLUME = "130",
        YEAR = "2022",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "1050-1069",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159402"}

@article{bb163559,
        AUTHOR = "Schonsheck, S.C. and Dong, B. and Lai, R.J.",
        TITLE = "Parallel Transport Convolution:
Deformable Convolutional Networks on Manifold-Structured Data",
        JOURNAL = SIIMS,
        VOLUME = "15",
        YEAR = "2022",
        NUMBER = "1",
        PAGES = "367-386",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159403"}

@article{bb163560,
        AUTHOR = "Han, K. and Wang, Y.H. and Xu, C. and Xu, C.J. and Wu, E. and Tao, D.C.",
        TITLE = "Learning Versatile Convolution Filters for Efficient Visual
Recognition",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "7731-7746",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159404"}

@article{bb163561,
        AUTHOR = "Liu, C. and Zhang, X.S. and Zhang, R. and Li, L. and Zhou, S.Y. and Huang, D. and Li, Z. and Du, Z.D. and Liu, S.L. and Chen, T.S.",
        TITLE = "Rethinking the Importance of Quantization Bias, Toward Full Low-Bit
Training",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "7006-7019",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159405"}

@article{bb163562,
        AUTHOR = "Yang, T.J.N. and Zhu, S.J. and Mendieta, M. and Wang, P. and Balakrishnan, R. and Lee, M.W. and Han, T. and Shah, M. and Chen, C.",
        TITLE = "MutualNet: Adaptive ConvNet via Mutual Learning From Different Model
Configurations",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "811-827",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159406"}

@inproceedings{bb163563,
        AUTHOR = "Yang, T.J.N. and Zhu, S.J. and Chen, C. and Yan, S. and Zhang, M. and Willis, A.",
        TITLE = "MutualNet: Adaptive Convnet via Mutual Learning from Network Width and
Resolution",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "I:299-315",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159407"}

@article{bb163564,
        AUTHOR = "Jahani Nezhad, T. and Maddah Ali, M.A.",
        TITLE = "Berrut Approximated Coded Computing:
Straggler Resistance Beyond Polynomial Computing",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "111-122",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159408"}

@article{bb163565,
        AUTHOR = "Wu, Y.M. and Li, R.X. and Yu, Y.L. and Li, X.",
        TITLE = "Reparameterized attention for convolutional neural networks",
        JOURNAL = PRL,
        VOLUME = "164",
        YEAR = "2022",
        PAGES = "89-95",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159409"}

@article{bb163566,
        AUTHOR = "Xi, Y. and Jia, W.J. and Miao, Q.G. and Liu, X.Z. and Fan, X.C. and Lou, J.",
        TITLE = "DyCC-NEt: Dynamic Context Collection Network for Input-Aware
Drone-View Object Detection",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "24",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159410"}

@article{bb163567,
        AUTHOR = "Li, C.L. and Wang, G.R. and Wang, B. and Liang, X.D. and Li, Z.H. and Chang, X.J.",
        TITLE = "DS-Net++: Dynamic Weight Slicing for Efficient Inference in CNNs and
Vision Transformers",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "4430-4446",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159411"}

@article{bb163568,
        AUTHOR = "Wang, L.G. and Guo, Y.L. and Dong, X.Y. and Wang, Y.Q. and Ying, X.Y. and Lin, Z.P. and An, W.",
        TITLE = "Exploring Fine-Grained Sparsity in Convolutional Neural Networks for
Efficient Inference",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "4474-4493",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159412"}

@article{bb163569,
        AUTHOR = "Wang, S. and Li, W. and Lu, R.T. and Yang, X.G. and Xi, J.X. and Gao, J.",
        TITLE = "Neural network acceleration methods via selective activation",
        JOURNAL = IET-CV,
        VOLUME = "17",
        YEAR = "2023",
        NUMBER = "3",
        PAGES = "295-308",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159413"}

@article{bb163570,
        AUTHOR = "Xiao, P.H. and Xu, T. and Xiao, X.Y. and Li, W.S. and Wang, H.P.",
        TITLE = "Distillation Sparsity Training Algorithm for Accelerating
Convolutional Neural Networks in Embedded Systems",
        JOURNAL = RS,
        VOLUME = "15",
        YEAR = "2023",
        NUMBER = "10",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159414"}

@article{bb163571,
        AUTHOR = "Haider, U. and Hanif, M. and Rashid, A. and Hussain, S.F.",
        TITLE = "Dictionary-enabled efficient training of ConvNets for image
classification",
        JOURNAL = IVC,
        VOLUME = "135",
        YEAR = "2023",
        PAGES = "104718",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159415"}

@article{bb163572,
        AUTHOR = "Huang, L. and Qin, J. and Zhou, Y. and Zhu, F. and Liu, L. and Shao, L.",
        TITLE = "Normalization Techniques in Training DNNs: Methodology, Analysis and
Application",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "10173-10196",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159416"}

@inproceedings{bb163573,
        AUTHOR = "Zhang, H. and Zu, K. and Lu, J. and Zou, Y. and Meng, D.Y.",
        TITLE = "Epsanet: An Efficient Pyramid Squeeze Attention Block on Convolutional
Neural Network",
        BOOKTITLE = ACCV22,
        YEAR = "2022",
        PAGES = "III:541-557",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159417"}

@article{bb163574,
        AUTHOR = "Dong, M.J. and Chen, X.H. and Wang, Y.H. and Xu, C.",
        TITLE = "Improving Lightweight AdderNet via Distillation from L2 to L1-norm",
        JOURNAL = IP,
        VOLUME = "32",
        YEAR = "2023",
        PAGES = "5524-5536",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159418"}

@article{bb163575,
        AUTHOR = "Zhang, H. and Lai, S.Q. and Wang, Y.X. and Da, Z.Y. and Dun, Y.J. and Qian, X.M.",
        TITLE = "SCGNet: Shifting and Cascaded Group Network",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "4997-5008",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159419"}

@article{bb163576,
        AUTHOR = "Sepehri, Y.M. and Pad, P. and Kundig, C. and Frossard, P. and Dunbar, L.A.",
        TITLE = "Privacy-Preserving Image Acquisition for Neural Vision Systems",
        JOURNAL = MultMed,
        VOLUME = "25",
        YEAR = "2023",
        PAGES = "6232-6244",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159420"}

@inproceedings{bb163577,
        AUTHOR = "Pad, P. and Narduzzi, S. and Kundig, C. and Turetken, E. and Bigdeli, S.A. and Dunbar, L.A.",
        TITLE = "Efficient Neural Vision Systems Based on Convolutional Image
Acquisition",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "12282-12291",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159421"}

@article{bb163578,
        AUTHOR = "Liu, M. and Zhou, C.C. and Qiu, S.Y. and He, Y.F. and Jiao, H.L.",
        TITLE = "CNN Accelerator at the Edge With Adaptive Zero Skipping and
Sparsity-Driven Data Flow",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "7084-7095",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159422"}

@article{bb163579,
        AUTHOR = "Lin, S.H. and Ji, B. and Ji, R.R. and Yao, A.",
        TITLE = "A closer look at branch classifiers of multi-exit architectures",
        JOURNAL = CVIU,
        VOLUME = "239",
        YEAR = "2024",
        PAGES = "103900",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159423"}

@inproceedings{bb163580,
        AUTHOR = "Metta, C. and Fantozzi, M. and Papini, A. and Amato, G. and Bergamaschi, M. and Galfre, S.G. and Marchetti, A. and Veglio, M. and Parton, M. and Morandin, F.",
        TITLE = "Increasing biases can be more efficient than increasing weights",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "2798-2807",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159424"}

@article{bb163581,
        AUTHOR = "Pu, Y.F. and Han, Y.Z. and Wang, Y.L. and Feng, J.L. and Deng, C. and Huang, G.",
        TITLE = "Fine-Grained Recognition With Learnable Semantic Data Augmentation",
        JOURNAL = IP,
        VOLUME = "33",
        YEAR = "2024",
        PAGES = "3130-3144",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159425"}

@inproceedings{bb163582,
        AUTHOR = "Han, Y.Z. and Han, D.C. and Liu, Z. and Wang, Y.L. and Pan, X. and Pu, Y.F. and Deng, C. and Feng, J. and Song, S. and Huang, G.",
        TITLE = "Dynamic Perceiver for Efficient Visual Recognition",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "5969-5979",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159426"}

@article{bb163583,
        AUTHOR = "Liu, Y. and Xue, J.H. and Li, D.X. and Zhang, W.D. and Chiew, T.K. and Xu, Z.J.",
        TITLE = "Image recognition based on lightweight convolutional neural network:
Recent advances",
        JOURNAL = IVC,
        VOLUME = "146",
        YEAR = "2024",
        PAGES = "105037",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159427"}

@article{bb163584,
        AUTHOR = "Zhang, H. and Dun, Y.J. and Pei, Y.X. and Lai, S.Q. and Liu, C.X. and Zhang, K. and Qian, X.M.",
        TITLE = "HF-HRNet: A Simple Hardware Friendly High-Resolution Network",
        JOURNAL = CirSysVideo,
        VOLUME = "34",
        YEAR = "2024",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "7699-7711",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159428"}

@article{bb163585,
        AUTHOR = "Wang, S. and Feng, K. and Li, C.S. and Yuan, Y. and Wang, G.R.",
        TITLE = "Learning to Generate Parameters of ConvNets for Unseen Image Data",
        JOURNAL = IP,
        VOLUME = "33",
        YEAR = "2024",
        PAGES = "5577-5592",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159429"}

@article{bb163586,
        AUTHOR = "Wang, S. and Li, C.S. and Yan, Z. and Liang, W.J. and Yuan, Y. and Wang, G.R.",
        TITLE = "HAda: Hyper-Adaptive Parameter-Efficient Learning for Multi-View
ConvNets",
        JOURNAL = IP,
        VOLUME = "34",
        YEAR = "2025",
        PAGES = "85-99",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159430"}

@article{bb163587,
        AUTHOR = "Xie, X.Y. and Lin, Z.J. and Toh, K.C. and Zhou, P.",
        TITLE = "LoCo: Low-Bit Communication Adaptor for Large-Scale Model Training",
        JOURNAL = PAMI,
        VOLUME = "47",
        YEAR = "2025",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "4285-4298",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159431"}

@article{bb163588,
        AUTHOR = "Wan, Q. and Huang, Z.L. and Lu, J.C. and Yu, G. and Zhang, L.",
        TITLE = "SeaFormer++: Squeeze-Enhanced Axial Transformer for Mobile Visual
Recognition",
        JOURNAL = IJCV,
        VOLUME = "133",
        YEAR = "2025",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "3645-3666",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159432"}

@article{bb163589,
        AUTHOR = "Xu, W. and Wan, Y. and Zhao, W.",
        TITLE = "Efficient global-local feature extraction via the Superior Efficient
Transformer",
        JOURNAL = JVCIR,
        VOLUME = "111",
        YEAR = "2025",
        PAGES = "104532",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159433"}

@article{bb163590,
        AUTHOR = "Feng, X. and Zhong, S. and Wang, Y.L. and Ming, D.",
        TITLE = "STFormer: An efficient visual Transformer model with sparse attention
and adaptive token aggregation",
        JOURNAL = PRL,
        VOLUME = "196",
        YEAR = "2025",
        PAGES = "24-30",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159434"}

@article{bb163591,
        AUTHOR = "Joo, W. and Kim, D.J. and Shin, S. and Moon, I.C.",
        TITLE = "Generalized Gumbel-Softmax gradient estimator for generic discrete
random variables",
        JOURNAL = PRL,
        VOLUME = "196",
        YEAR = "2025",
        PAGES = "148-155",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159435"}

@article{bb163592,
        AUTHOR = "Fan, F.L. and Dong, H.C. and Wu, Z.M. and Ruan, L. and Zeng, T.Y. and Cui, Y.M. and Liao, J.X.",
        TITLE = "One Neuron Saved is One Neuron Earned: On Parametric Efficiency of
Quadratic Networks",
        JOURNAL = PAMI,
        VOLUME = "47",
        YEAR = "2025",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "9702-9717",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159436"}

@article{bb163593,
        AUTHOR = "Zhang, J.N. and Hu, T. and He, H.Y. and Xue, Z.C. and Wang, Y.B. and Wang, C.J. and Liu, Y. and Li, X.T. and Tao, D.C.",
        TITLE = "EMOv2: Pushing 5M Vision Model Frontier",
        JOURNAL = PAMI,
        VOLUME = "47",
        YEAR = "2025",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "10560-10576",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159437"}

@inproceedings{bb163594,
        AUTHOR = "Zhang, Y. and Duan, Z.H. and Huang, Y.N. and Zhu, F.Q.",
        TITLE = "Low-Rank Adaptation of Pre-Trained Vision Backbones for
Energy-Efficient Image Coding For Machines",
        BOOKTITLE = ICIP25,
        YEAR = "2025",
        PAGES = "1163-1168",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159438"}

@article{bb163595,
        AUTHOR = "Akhtar, M. and Kumari, A. and Sajid, M. and Quadir, A. and Arshad, M. and Suganthan, P.N. and Tanveer, M.",
        TITLE = "Towards robust and inversion-free randomized neural networks: The
XG-RVFL framework",
        JOURNAL = PR,
        VOLUME = "172",
        YEAR = "2026",
        PAGES = "112711",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159439"}

@article{bb163596,
        AUTHOR = "Park, Y. and Lee, J.W. and Lee, S.",
        TITLE = "Designing Extremely Memory-Efficient CNNs for On-device Vision and
Audio Tasks",
        JOURNAL = IJCV,
        VOLUME = "134",
        YEAR = "2026",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "91",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159440"}

@inproceedings{bb163597,
        AUTHOR = "Lee, J.W. and Park, Y. and Lee, S.",
        TITLE = "Designing Extremely Memory-efficient CNNs for On-device Vision Tasks",
        BOOKTITLE = ACCV24,
        YEAR = "2024",
        PAGES = "VIII: 419-435",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159441"}

@article{bb163598,
        AUTHOR = "Gao, J. and Li, L.L. and Liu, X. and Jiao, L.C. and Chen, P. and Guo, Y.W. and Liu, F. and Yang, S.Y.",
        TITLE = "Image Singularity Scattering Representation Learning Classification",
        JOURNAL = MultMed,
        VOLUME = "28",
        YEAR = "2026",
        PAGES = "2784-2797",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159442"}

@article{bb163599,
        AUTHOR = "Lai, S.Q. and Li, M.J. and Liu, H.F. and Qian, X.M. and Cai, D. and Wang, Y.X.",
        TITLE = "3×3 Kernel Is All You Need for Vision",
        JOURNAL = CirSysVideo,
        VOLUME = "36",
        YEAR = "2026",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "11363-11375",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652eff1.html#TT159443"}

Last update: