@inproceedings{bb160600,
        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#TT156462"}

@inproceedings{bb160601,
        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#TT156463"}

@inproceedings{bb160602,
        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#TT156464"}

@inproceedings{bb160603,
        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#TT156465"}

@inproceedings{bb160604,
        AUTHOR = "Yuan, Y. and Chen, C. and Hu, X.Y. 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#TT156466"}

@inproceedings{bb160605,
        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#TT156467"}

@inproceedings{bb160606,
        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#TT156468"}

@inproceedings{bb160607,
        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#TT156469"}

@inproceedings{bb160608,
        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#TT156470"}

@inproceedings{bb160609,
        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#TT156471"}

@inproceedings{bb160610,
        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#TT156472"}

@inproceedings{bb160611,
        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#TT156473"}

@inproceedings{bb160612,
        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#TT156474"}

@inproceedings{bb160613,
        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#TT156475"}

@inproceedings{bb160614,
        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#TT156476"}

@inproceedings{bb160615,
        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#TT156477"}

@inproceedings{bb160616,
        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#TT156478"}

@inproceedings{bb160617,
        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#TT156479"}

@inproceedings{bb160618,
        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#TT156480"}

@inproceedings{bb160619,
        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#TT156481"}

@inproceedings{bb160620,
        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#TT156482"}

@inproceedings{bb160621,
        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#TT156483"}

@inproceedings{bb160622,
        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#TT156484"}

@inproceedings{bb160623,
        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",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT156485"}

@inproceedings{bb160624,
        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",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "IX:1-16",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT156486"}

@inproceedings{bb160625,
        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#TT156487"}

@inproceedings{bb160626,
        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#TT156488"}

@inproceedings{bb160627,
        AUTHOR = "Mordido, G. and van Keirsbilck, M. and Keller, A.",
        TITLE = "Monte Carlo Gradient Quantization",
        BOOKTITLE = EDLCV20,
        YEAR = "2020",
        PAGES = "3087-3095",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT156489"}

@inproceedings{bb160628,
        AUTHOR = "Wiedemann, S. and Mehari, T. and Kepp, K. and Samek, W.",
        TITLE = "Dithered backprop: A sparse and quantized backpropagation algorithm
for more efficient deep neural network training",
        BOOKTITLE = EDLCV20,
        YEAR = "2020",
        PAGES = "3096-3104",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT156490"}

@inproceedings{bb160629,
        AUTHOR = "Jiang, W. and Wang, W. and Liu, S.",
        TITLE = "Structured Weight Unification and Encoding for Neural Network
Compression and Acceleration",
        BOOKTITLE = EDLCV20,
        YEAR = "2020",
        PAGES = "3068-3076",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT156491"}

@inproceedings{bb160630,
        AUTHOR = "Yang, H. and Gui, S. and Zhu, Y. and Liu, J.",
        TITLE = "Automatic Neural Network Compression by Sparsity-Quantization Joint
Learning: A Constrained Optimization-Based Approach",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "2175-2185",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT156492"}

@inproceedings{bb160631,
        AUTHOR = "Dong, Z. and Yao, Z. and Gholami, A. and Mahoney, M. and Keutzer, K.",
        TITLE = "HAWQ: Hessian AWare Quantization of Neural Networks With
Mixed-Precision",
        BOOKTITLE = ICCV19,
        YEAR = "2019",
        PAGES = "293-302",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT156493"}

@inproceedings{bb160632,
        AUTHOR = "Yang, J. and Shen, X. and Xing, J. and Tian, X.M. and Li, H.Q.A. and Deng, B. and Huang, J.Q. and Hua, X.S.",
        TITLE = "Quantization Networks",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "7300-7308",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT156494"}

@inproceedings{bb160633,
        AUTHOR = "Cao, S.J. and Ma, L.X. and Xiao, W.C. and Zhang, C. and Liu, Y.X. and Zhang, L.T. and Nie, L.S. and Yang, Z.",
        TITLE = "SeerNet: Predicting Convolutional Neural Network Feature-Map Sparsity
Through Low-Bit Quantization",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "11208-11217",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT156495"}

@inproceedings{bb160634,
        AUTHOR = "Jung, S. and Son, C.Y. and Lee, S. and Son, J. and Han, J.J. and Kwak, Y. and Hwang, S.J. and Choi, C.K.",
        TITLE = "Learning to Quantize Deep Networks by Optimizing Quantization Intervals
With Task Loss",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "4345-4354",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT156496"}

@inproceedings{bb160635,
        AUTHOR = "Mitschke, N. and Heizmann, M. and Noffz, K. and Wittmann, R.",
        TITLE = "A Fixed-Point Quantization Technique for Convolutional Neural
Networks Based on Weight Scaling",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "3836-3840",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT156497"}

@inproceedings{bb160636,
        AUTHOR = "Ajanthan, T. and Dokania, P. and Hartley, R. and Torr, P.H.S.",
        TITLE = "Proximal Mean-Field for Neural Network Quantization",
        BOOKTITLE = ICCV19,
        YEAR = "2019",
        PAGES = "4870-4879",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT156498"}

@inproceedings{bb160637,
        AUTHOR = "Gong, R. and Liu, X. and Jiang, S. and Li, T. and Hu, P. and Lin, J. and Yu, F. and Yan, J.",
        TITLE = "Differentiable Soft Quantization:
Bridging Full-Precision and Low-Bit Neural Networks",
        BOOKTITLE = ICCV19,
        YEAR = "2019",
        PAGES = "4851-4860",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT156499"}

@inproceedings{bb160638,
        AUTHOR = "Choukroun, Y. and Kravchik, E. and Yang, F. and Kisilev, P.",
        TITLE = "Low-bit Quantization of Neural Networks for Efficient Inference",
        BOOKTITLE = CEFRL19,
        YEAR = "2019",
        PAGES = "3009-3018",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT156500"}

@inproceedings{bb160639,
        AUTHOR = "Hu, Y. and Li, J. and Long, X. and Hu, S. and Zhu, J. and Wang, X. and Gu, Q.",
        TITLE = "Cluster Regularized Quantization for Deep Networks Compression",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "914-918",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT156501"}

@inproceedings{bb160640,
        AUTHOR = "Manessi, F. and Rozza, A. and Bianco, S. and Napoletano, P. and Schettini, R.",
        TITLE = "Automated Pruning for Deep Neural Network Compression",
        BOOKTITLE = ICPR18,
        YEAR = "2018",
        PAGES = "657-664",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT156502"}

@inproceedings{bb160641,
        AUTHOR = "Faraone, J. and Fraser, N. and Blott, M. and Leong, P.H.W.",
        TITLE = "SYQ: Learning Symmetric Quantization for Efficient Deep Neural
Networks",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "4300-4309",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT156503"}

@inproceedings{bb160642,
        AUTHOR = "Frickenstein, A. and Unger, C. and Stechele, W.",
        TITLE = "Resource-Aware Optimization of DNNs for Embedded Applications",
        BOOKTITLE = CRV19,
        YEAR = "2019",
        PAGES = "17-24",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT156504"}

@article{bb160643,
        AUTHOR = "Chung, F.L. and Wang, S. and Deng, Z. and Hu, D.",
        TITLE = "CATSMLP: Toward a Robust and Interpretable Multilayer Perceptron With
Sigmoid Activation Functions",
        JOURNAL = SMC-B,
        VOLUME = "36",
        YEAR = "2006",
        NUMBER = "6",
        MONTH = "December",
        PAGES = "1319-1331",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156505"}

@article{bb160644,
        AUTHOR = "Fan, C.X. and Li, Y. and Tian, L. and Li, Y.",
        TITLE = "Rectifying Transformation Networks for Transformation-Invariant
Representations with Power Law",
        JOURNAL = IEICE,
        VOLUME = "E102-D",
        YEAR = "2019",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "675-679",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156506"}

@article{bb160645,
        AUTHOR = "Zhou, B. and Bau, D. and Oliva, A. and Torralba, A.B.",
        TITLE = "Interpreting Deep Visual Representations via Network Dissection",
        JOURNAL = PAMI,
        VOLUME = "41",
        YEAR = "2019",
        NUMBER = "9",
        MONTH = "Sep",
        PAGES = "2131-2145",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156507"}

@article{bb160646,
        AUTHOR = "Liu, R.S. and Cheng, S.C. and Ma, L. and Fan, X. and Luo, Z.X.",
        TITLE = "Deep Proximal Unrolling:
Algorithmic Framework, Convergence Analysis and Applications",
        JOURNAL = IP,
        VOLUME = "28",
        YEAR = "2019",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "5013-5026",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156508"}

@article{bb160647,
        AUTHOR = "Hu, S.X. and Zagoruyko, S. and Komodakis, N.",
        TITLE = "Exploring weight symmetry in deep neural networks",
        JOURNAL = CVIU,
        VOLUME = "187",
        YEAR = "2019",
        PAGES = "102786",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156509"}

@article{bb160648,
        AUTHOR = "Gao, X.J. and Zhang, Z. and Mu, T.T. and Zhang, X.D. and Cui, C.R. and Wang, M.",
        TITLE = "Self-attention driven adversarial similarity learning network",
        JOURNAL = PR,
        VOLUME = "105",
        YEAR = "2020",
        PAGES = "107331",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156510"}

@article{bb160649,
        AUTHOR = "Fu, W.J. and Wang, M. and Du, M.N. and Liu, N.H. and Hao, S.J. and Hu, X.",
        TITLE = "Differentiated Explanation of Deep Neural Networks With Skewed
Distributions",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "2909-2922",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156511"}

@article{bb160650,
        AUTHOR = "Rickmann, A.M. and Roy, A.G. and Sarasua, I. and Wachinger, C.",
        TITLE = "Recalibrating 3D ConvNets With Project Excite",
        JOURNAL = MedImg,
        VOLUME = "39",
        YEAR = "2020",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "2461-2471",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156512"}

@inproceedings{bb160651,
        AUTHOR = "Sarasua, I. and Polsterl, S. and Wachinger, C.",
        TITLE = "Recalibration of Neural Networks for Point Cloud Analysis",
        BOOKTITLE = "3DV20",
        YEAR = "2020",
        PAGES = "443-451",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156513"}

@article{bb160652,
        AUTHOR = "Wang, Y. and Su, H. and Zhang, B. and Hu, X.",
        TITLE = "Learning Reliable Visual Saliency For Model Explanations",
        JOURNAL = MultMed,
        VOLUME = "22",
        YEAR = "2020",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "1796-1807",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156514"}

@article{bb160653,
        AUTHOR = "Patro, B.N. and Lunayach, M. and Namboodiri, V.P.",
        TITLE = "Uncertainty Class Activation Map (U-CAM) Using Gradient Certainty
Method",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "1910-1924",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156515"}

@inproceedings{bb160654,
        AUTHOR = "Patro, B.N. and Lunayach, M. and Patel, S. and Namboodiri, V.P.",
        TITLE = "U-CAM:
Visual Explanation Using Uncertainty Based Class Activation Maps",
        BOOKTITLE = ICCV19,
        YEAR = "2019",
        PAGES = "7443-7452",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156516"}

@article{bb160655,
        AUTHOR = "Monga, V. and Li, Y. and Eldar, Y.C.",
        TITLE = "Algorithm Unrolling: Interpretable, Efficient Deep Learning for
Signal and Image Processing",
        JOURNAL = SPMag,
        VOLUME = "38",
        YEAR = "2021",
        NUMBER = "2",
        MONTH = "March",
        PAGES = "18-44",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156517"}

@article{bb160656,
        AUTHOR = "Van Luong, H. and Joukovsky, B. and Deligiannis, N.",
        TITLE = "Designing Interpretable Recurrent Neural Networks for Video
Reconstruction via Deep Unfolding",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "4099-4113",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156518"}

@article{bb160657,
        AUTHOR = "La Gatta, V. and Moscato, V. and Postiglione, M. and Sperli, G.",
        TITLE = "PASTLE: Pivot-aided space transformation for local explanations",
        JOURNAL = PRL,
        VOLUME = "149",
        YEAR = "2021",
        PAGES = "67-74",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156519"}

@article{bb160658,
        AUTHOR = "Dazeley, R. and Vamplew, P. and Foale, C. and Young, C. and Aryal, S.I. and Cruz, F.",
        TITLE = "Levels of explainable artificial intelligence for human-aligned
conversational explanations",
        JOURNAL = AI,
        VOLUME = "299",
        YEAR = "2021",
        PAGES = "103525",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156520"}

@article{bb160659,
        AUTHOR = "Yang, Z.B. and Zhang, A. and Sudjianto, A.",
        TITLE = "GAMI-Net: An explainable neural network based on generalized additive
models with structured interactions",
        JOURNAL = PR,
        VOLUME = "120",
        YEAR = "2021",
        PAGES = "108192",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156521"}

@article{bb160660,
        AUTHOR = "Ivanovs, M. and Kadikis, R. and Ozols, K.",
        TITLE = "Perturbation-based methods for explaining deep neural networks:
A survey",
        JOURNAL = PRL,
        VOLUME = "150",
        YEAR = "2021",
        PAGES = "228-234",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156522"}

@article{bb160661,
        AUTHOR = "Zhu, S. and Yang, T. and Chen, C.",
        TITLE = "Visual Explanation for Deep Metric Learning",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "7593-7607",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156523"}

@article{bb160662,
        AUTHOR = "Cui, Y. and Du, Y.T. and Wang, X. and Wang, H. and Su, C.",
        TITLE = "Leveraging attention-based visual clue extraction for image
classification",
        JOURNAL = IET-IPR,
        VOLUME = "15",
        YEAR = "2021",
        NUMBER = "12",
        PAGES = "2937-2947",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156524"}

@article{bb160663,
        AUTHOR = "Dombrowski, A.K. and Anders, C.J. and Muller, K.R. and Kessel, P.",
        TITLE = "Towards robust explanations for deep neural networks",
        JOURNAL = PR,
        VOLUME = "121",
        YEAR = "2022",
        PAGES = "108194",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156525"}

@article{bb160664,
        AUTHOR = "Losch, M.M. and Fritz, M. and Schiele, B.",
        TITLE = "Semantic Bottlenecks: Quantifying and Improving Inspectability of Deep
Representations",
        JOURNAL = IJCV,
        VOLUME = "129",
        YEAR = "2021",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "3136-3153",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156526"}

@inproceedings{bb160665,
        AUTHOR = "Schiele, B. and Fritz, M. and Losch, M.M.",
        TITLE = "Semantic Bottlenecks: Quantifying and Improving Inspectability of Deep
Representations",
        BOOKTITLE = GCPR20,
        YEAR = "2020",
        PAGES = "15-29",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156526"}

@article{bb160666,
        AUTHOR = "Kook, L. and Herzog, L. and Hothorn, T. and Durr, O. and Sick, B.",
        TITLE = "Deep and interpretable regression models for ordinal outcomes",
        JOURNAL = PR,
        VOLUME = "122",
        YEAR = "2022",
        PAGES = "108263",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156527"}

@article{bb160667,
        AUTHOR = "Kim, J. and Kim, S. and Kim, S.T. and Ro, Y.M.",
        TITLE = "Robust Perturbation for Visual Explanation: Cross-Checking Mask
Optimization to Avoid Class Distortion",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "301-313",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156528"}

@article{bb160668,
        AUTHOR = "Sokolovska, N. and Behbahani, Y.M.",
        TITLE = "Vanishing boosted weights: A consistent algorithm to learn
interpretable rules",
        JOURNAL = PRL,
        VOLUME = "152",
        YEAR = "2021",
        PAGES = "63-69",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156529"}

@article{bb160669,
        AUTHOR = "Narwaria, M.",
        TITLE = "Does explainable machine learning uncover the black box in vision
applications?",
        JOURNAL = IVC,
        VOLUME = "118",
        YEAR = "2022",
        PAGES = "104353",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156530"}

@article{bb160670,
        AUTHOR = "Ben Sahel, Y. and Bryan, J.P. and Cleary, B. and Farhi, S.L. and Eldar, Y.C.",
        TITLE = "Deep Unrolled Recovery in Sparse Biological Imaging:
Achieving fast, accurate results",
        JOURNAL = SPMag,
        VOLUME = "39",
        YEAR = "2022",
        NUMBER = "2",
        MONTH = "March",
        PAGES = "45-57",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156531"}

@article{bb160671,
        AUTHOR = "Zheng, T.Y. and Wang, Q. and Shen, Y. and Ma, X. and Lin, X.T.",
        TITLE = "High-resolution rectified gradient-based visual explanations for
weakly supervised segmentation",
        JOURNAL = PR,
        VOLUME = "129",
        YEAR = "2022",
        PAGES = "108724",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156532"}

@article{bb160672,
        AUTHOR = "Cooper, J. and Arandjelovic, O. and Harrison, D.J.",
        TITLE = "Believe the HiPe: Hierarchical perturbation for fast, robust, and
model-agnostic saliency mapping",
        JOURNAL = PR,
        VOLUME = "129",
        YEAR = "2022",
        PAGES = "108743",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156533"}

@article{bb160673,
        AUTHOR = "Mochaourab, R. and Venkitaraman, A. and Samsten, I. and Papapetrou, P. and Rojas, C.R.",
        TITLE = "Post Hoc Explainability for Time Series Classification:
Toward a signal processing perspective",
        JOURNAL = SPMag,
        VOLUME = "39",
        YEAR = "2022",
        NUMBER = "4",
        MONTH = "July",
        PAGES = "119-129",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156534"}

@article{bb160674,
        AUTHOR = "Ho, T.K. and Luo, Y.F. and Guido, R.C.",
        TITLE = "Explainability of Methods for Critical Information Extraction From
Clinical Documents: A survey of representative works",
        JOURNAL = SPMag,
        VOLUME = "39",
        YEAR = "2022",
        NUMBER = "4",
        MONTH = "July",
        PAGES = "96-106",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156535"}

@article{bb160675,
        AUTHOR = "Letzgus, S. and Wagner, P. and Lederer, J. and Samek, W. and Muller, K.R. and Montavon, G.",
        TITLE = "Toward Explainable Artificial Intelligence for Regression Models: A
methodological perspective",
        JOURNAL = SPMag,
        VOLUME = "39",
        YEAR = "2022",
        NUMBER = "4",
        MONTH = "July",
        PAGES = "40-58",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156536"}

@article{bb160676,
        AUTHOR = "Al Regib, G. and Prabhushankar, M.",
        TITLE = "Explanatory Paradigms in Neural Networks: Towards relevant and
contextual explanations",
        JOURNAL = SPMag,
        VOLUME = "39",
        YEAR = "2022",
        NUMBER = "4",
        MONTH = "July",
        PAGES = "59-72",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156537"}

@article{bb160677,
        AUTHOR = "Nielsen, I.E. and Dera, D. and Rasool, G. and Ramachandran, R.P. and Bouaynaya, N.C.",
        TITLE = "Robust Explainability: A tutorial on gradient-based attribution
methods for deep neural networks",
        JOURNAL = SPMag,
        VOLUME = "39",
        YEAR = "2022",
        NUMBER = "4",
        MONTH = "July",
        PAGES = "73-84",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156538"}

@article{bb160678,
        AUTHOR = "Das, P. and Varshney, L.R.",
        TITLE = "Explaining Artificial Intelligence Generation and Creativity: Human
interpretability for novel ideas and artifacts",
        JOURNAL = SPMag,
        VOLUME = "39",
        YEAR = "2022",
        NUMBER = "4",
        MONTH = "July",
        PAGES = "85-95",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156539"}

@article{bb160679,
        AUTHOR = "Temenos, A. and Tzortzis, I.N. and Kaselimi, M. and Rallis, I. and Doulamis, A. and Doulamis, N.",
        TITLE = "Novel Insights in Spatial Epidemiology Utilizing Explainable AI (XAI)
and Remote Sensing",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "13",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156540"}

@article{bb160680,
        AUTHOR = "Corbiere, C. and Thome, N. and Saporta, A. and Vu, T.H. and Cord, M. and Perez, P.",
        TITLE = "Confidence Estimation via Auxiliary Models",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "6043-6055",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156541"}

@article{bb160681,
        AUTHOR = "Dietterich, T.G. and Guyer, A.",
        TITLE = "The familiarity hypothesis:
Explaining the behavior of deep open set methods",
        JOURNAL = PR,
        VOLUME = "132",
        YEAR = "2022",
        PAGES = "108931",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156542"}

@article{bb160682,
        AUTHOR = "Jung, H.G. and Kang, S.H. and Kim, H.D. and Won, D.O. and Lee, S.W.",
        TITLE = "Counterfactual explanation based on gradual construction for deep
networks",
        JOURNAL = PR,
        VOLUME = "132",
        YEAR = "2022",
        PAGES = "108958",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156543"}

@article{bb160683,
        AUTHOR = "Schnake, T. and Eberle, O. and Lederer, J. and Nakajima, S. and Schutt, K.T. and Muller, K.R. and Montavon, G.",
        TITLE = "Higher-Order Explanations of Graph Neural Networks via Relevant Walks",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "7581-7596",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156544"}

@article{bb160684,
        AUTHOR = "Giryes, R.",
        TITLE = "A Function Space Analysis of Finite Neural Networks With Insights
From Sampling Theory",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "27-37",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156545"}

@article{bb160685,
        AUTHOR = "Fu, Y.W. and Liu, C. and Li, D.H. and Zhong, Z.Y. and Sun, X.W. and Zeng, J.S. and Yao, Y.",
        TITLE = "Exploring Structural Sparsity of Deep Networks Via Inverse Scale
Spaces",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "1749-1765",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156546"}

@article{bb160686,
        AUTHOR = "Wang, X. and Wu, Y.X. and Zhang, A. and Feng, F. and He, X.N. and Chua, T.S.",
        TITLE = "Reinforced Causal Explainer for Graph Neural Networks",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "2297-2309",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156547"}

@article{bb160687,
        AUTHOR = "Gautam, S. and Hohne, M.M.C. and Hansen, S. and Jenssen, R. and Kampffmeyer, M.",
        TITLE = "This looks More Like that: Enhancing Self-Explaining Models by
Prototypical Relevance Propagation",
        JOURNAL = PR,
        VOLUME = "136",
        YEAR = "2023",
        PAGES = "109172",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156548"}

@article{bb160688,
        AUTHOR = "Sousa, E.V. and Vasconcelos, C.N. and Fernandes, L.A.F.",
        TITLE = "An analysis of ConformalLayers' robustness to corruptions in natural
images",
        JOURNAL = PRL,
        VOLUME = "166",
        YEAR = "2023",
        PAGES = "190-197",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156549"}

@article{bb160689,
        AUTHOR = "Alfarra, M. and Bibi, A. and Hammoud, H. and Gaafar, M. and Ghanem, B.",
        TITLE = "On the Decision Boundaries of Neural Networks:
A Tropical Geometry Perspective",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "5027-5037",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156550"}

@article{bb160690,
        AUTHOR = "Yuan, H. and Yu, H.Y. and Gui, S. and Ji, S.W.",
        TITLE = "Explainability in Graph Neural Networks: A Taxonomic Survey",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "5782-5799",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156551"}

@article{bb160691,
        AUTHOR = "Wickstrom, K.K. and Trosten, D.J. and Lokse, S. and Boubekki, A. and Mikalsen, K.o. and Kampffmeyer, M.C. and Jenssen, R.",
        TITLE = "RELAX: Representation Learning Explainability",
        JOURNAL = IJCV,
        VOLUME = "131",
        YEAR = "2023",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "1584-1610",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156552"}

@article{bb160692,
        AUTHOR = "Qiao, S.S. and Wang, R.P. and Shan, S.G. and Chen, X.L.",
        TITLE = "Hierarchical disentangling network for object representation learning",
        JOURNAL = PR,
        VOLUME = "140",
        YEAR = "2023",
        PAGES = "109539",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156553"}

@article{bb160693,
        AUTHOR = "Lin, C.S. and Wang, Y.C.A.F.",
        TITLE = "Describe, Spot and Explain: Interpretable Representation Learning for
Discriminative Visual Reasoning",
        JOURNAL = IP,
        VOLUME = "32",
        YEAR = "2023",
        PAGES = "2481-2492",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156554"}

@article{bb160694,
        AUTHOR = "Nguyen, K.P. and Treacher, A.H. and Montillo, A.A.",
        TITLE = "Adversarially-Regularized Mixed Effects Deep Learning (ARMED) Models
Improve Interpretability, Performance, and Generalization on
Clustered (non-iid) Data",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "8081-8093",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156555"}

@article{bb160695,
        AUTHOR = "Wang, P. and Vasconcelos, N.M.",
        TITLE = "A Generalized Explanation Framework for Visualization of Deep
Learning Model Predictions",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "9265-9283",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156556"}

@article{bb160696,
        AUTHOR = "Xu, J.J. and Zhang, Z.X. and Hu, X.L.",
        TITLE = "Extracting Semantic Knowledge From GANs With Unsupervised Learning",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "9654-9668",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156557"}

@inproceedings{bb160697,
        AUTHOR = "Iida, T. and Komatsu, T. and Kaneda, K. and Hirakawa, T. and Yamashita, T. and Fujiyoshi, H. and Sugiura, K.",
        TITLE = "Visual Explanation Generation Based on Lambda Attention Branch Networks",
        BOOKTITLE = ACCV22,
        YEAR = "2022",
        PAGES = "II:475-490",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156558"}

@article{bb160698,
        AUTHOR = "Li, X. and Lei, H.J. and Zhang, L. and Wang, M.Z.",
        TITLE = "Differentiable Logic Policy for Interpretable Deep Reinforcement
Learning: A Study From an Optimization Perspective",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "11654-11667",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156559"}

@article{bb160699,
        AUTHOR = "Wargnier Dauchelle, V. and Grenier, T. and Durand Dubief, F. and Cotton, F. and Sdika, M.",
        TITLE = "A Weakly Supervised Gradient Attribution Constraint for Interpretable
Classification and Anomaly Detection",
        JOURNAL = MedImg,
        VOLUME = "42",
        YEAR = "2023",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "3336-3347",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT156560"}

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