@inproceedings{bb121700,
        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#TT117928"}

@inproceedings{bb121701,
        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#TT117929"}

@inproceedings{bb121702,
        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#TT117930"}

@inproceedings{bb121703,
        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#TT117931"}

@inproceedings{bb121704,
        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#TT117932"}

@inproceedings{bb121705,
        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#TT117933"}

@inproceedings{bb121706,
        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#TT117934"}

@inproceedings{bb121707,
        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#TT117935"}

@inproceedings{bb121708,
        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#TT117936"}

@inproceedings{bb121709,
        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#TT117937"}

@inproceedings{bb121710,
        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#TT117938"}

@inproceedings{bb121711,
        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#TT117939"}

@inproceedings{bb121712,
        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#TT117940"}

@inproceedings{bb121713,
        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#TT117941"}

@inproceedings{bb121714,
        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#TT117942"}

@inproceedings{bb121715,
        AUTHOR = "Zhuang, B. and Shen, C. and Tan, M. and Liu, L. and Reid, I.D.",
        TITLE = "Towards Effective Low-Bitwidth Convolutional Neural Networks",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "7920-7928",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117943"}

@inproceedings{bb121716,
        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#TT117944"}

@inproceedings{bb121717,
        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#TT117945"}

@article{bb121718,
        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#TT117946"}

@article{bb121719,
        AUTHOR = "Peharz, R. and Gens, R. and Pernkopf, F. and Domingos, P.",
        TITLE = "On the Latent Variable Interpretation in Sum-Product Networks",
        JOURNAL = PAMI,
        VOLUME = "39",
        YEAR = "2017",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "2030-2044",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117947"}

@article{bb121720,
        AUTHOR = "Mopuri, K.R. and Garg, U. and Babu, R.V.",
        TITLE = "CNN Fixations: An Unraveling Approach to Visualize the Discriminative
Image Regions",
        JOURNAL = IP,
        VOLUME = "28",
        YEAR = "2019",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "2116-2125",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117948"}

@article{bb121721,
        AUTHOR = "Kuo, C.C.J. and Zhang, M. and Li, S. and Duan, J. and Chen, Y.",
        TITLE = "Interpretable convolutional neural networks via feedforward design",
        JOURNAL = JVCIR,
        VOLUME = "60",
        YEAR = "2019",
        PAGES = "346-359",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117949"}

@inproceedings{bb121722,
        AUTHOR = "Chen, Y. and Yang, Y. and Wang, W. and Kuo, C.C.J.",
        TITLE = "Ensembles of Feedforward-Designed Convolutional Neural Networks",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "3796-3800",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117950"}

@inproceedings{bb121723,
        AUTHOR = "Chen, Y. and Yang, Y. and Zhang, M. and Kuo, C.C.J.",
        TITLE = "Semi-Supervised Learning Via Feedforward-Designed Convolutional
Neural Networks",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "365-369",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117951"}

@article{bb121724,
        AUTHOR = "Li, H. and Tian, Y. and Mueller, K. and Chen, X.",
        TITLE = "Beyond saliency: Understanding convolutional neural networks from
saliency prediction on layer-wise relevance propagation",
        JOURNAL = IVC,
        VOLUME = "83-84",
        YEAR = "2019",
        PAGES = "70-86",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117952"}

@article{bb121725,
        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#TT117953"}

@article{bb121726,
        AUTHOR = "Cao, C.S. and Huang, Y.Z. and Yang, Y. and Wang, L. and Wang, Z.L. and Tan, T.N.",
        TITLE = "Feedback Convolutional Neural Network for Visual Localization and
Segmentation",
        JOURNAL = PAMI,
        VOLUME = "41",
        YEAR = "2019",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "1627-1640",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117954"}

@article{bb121727,
        AUTHOR = "Zhou, B. and Bau, D. and Oliva, A. and Torralba, A.",
        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#TT117955"}

@article{bb121728,
        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#TT117956"}

@article{bb121729,
        AUTHOR = "Cui, X.R. and Wang, D. and Wang, Z.J.",
        TITLE = "Multi-Scale Interpretation Model for Convolutional Neural Networks:
Building Trust Based on Hierarchical Interpretation",
        JOURNAL = MultMed,
        VOLUME = "21",
        YEAR = "2019",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "2263-2276",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117957"}

@article{bb121730,
        AUTHOR = "Wang, W. and Zhu, L. and Guo, B.",
        TITLE = "Reliable identification of redundant kernels for convolutional neural
network compression",
        JOURNAL = JVCIR,
        VOLUME = "63",
        YEAR = "2019",
        PAGES = "102582",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117958"}

@article{bb121731,
        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#TT117959"}

@article{bb121732,
        AUTHOR = "Selvaraju, R.R. and Cogswell, M. and Das, A. and Vedantam, R. and Parikh, D. and Batra, D.",
        TITLE = "Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based
Localization",
        JOURNAL = IJCV,
        VOLUME = "128",
        YEAR = "2020",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "336-359",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117960"}

@inproceedings{bb121733,
        AUTHOR = "Batra, D. and Parikh, D. and Vedantam, R. and Das, A. and Cogswell, M. and Selvaraju, R.R.",
        TITLE = "Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based
Localization",
        BOOKTITLE = ICCV17,
        YEAR = "2017",
        PAGES = "618-626",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117960"}

@article{bb121734,
        AUTHOR = "Aich, S. and Yamazaki, M. and Taniguchi, Y. and Stavness, I.",
        TITLE = "Multi-Scale Weight Sharing Network for Image Recognition",
        JOURNAL = PRL,
        VOLUME = "131",
        YEAR = "2020",
        PAGES = "348-354",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117961"}

@article{bb121735,
        AUTHOR = "Saraee, E. and Jalal, M. and Betke, M.",
        TITLE = "Visual complexity analysis using deep intermediate-layer features",
        JOURNAL = CVIU,
        VOLUME = "195",
        YEAR = "2020",
        PAGES = "102949",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117962"}

@article{bb121736,
        AUTHOR = "Xie, L. and Lee, F. and Liu, L. and Yin, Z. and Chen, Q.",
        TITLE = "Hierarchical Coding of Convolutional Features for Scene Recognition",
        JOURNAL = MultMed,
        VOLUME = "22",
        YEAR = "2020",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "1182-1192",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117963"}

@article{bb121737,
        AUTHOR = "Gong, M. and Yao, C.Y. and Xie, Y. and Xu, M.L.",
        TITLE = "Semi-supervised network embedding with text information",
        JOURNAL = PR,
        VOLUME = "104",
        YEAR = "2020",
        PAGES = "107347",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117964"}

@article{bb121738,
        AUTHOR = "Rio Torto, I. and Fernandes, K. and Teixeira, L.F.",
        TITLE = "Understanding the decisions of CNNs: An in-model approach",
        JOURNAL = PRL,
        VOLUME = "133",
        YEAR = "2020",
        PAGES = "373-380",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117965"}

@article{bb121739,
        AUTHOR = "Shi, Y.C. and Han, Y. and Zhang, Q. and Kuang, X.H.",
        TITLE = "Adaptive iterative attack towards explainable adversarial robustness",
        JOURNAL = PR,
        VOLUME = "105",
        YEAR = "2020",
        PAGES = "107309",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117966"}

@article{bb121740,
        AUTHOR = "Gao, X.J. and Zhang, Z. and Mu, T.T. and Zhang, X.D. and Cui, C. 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#TT117967"}

@article{bb121741,
        AUTHOR = "Wang, Y. and Su, H. and Zhang, B. and Hu, X.",
        TITLE = "Interpret Neural Networks by Extracting Critical Subnetworks",
        JOURNAL = IP,
        VOLUME = "29",
        YEAR = "2020",
        PAGES = "6707-6720",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117968"}

@article{bb121742,
        AUTHOR = "Roy, A.G. and Navab, N. and Wachinger, C.",
        TITLE = "Recalibrating Fully Convolutional Networks With Spatial and Channel
'Squeeze and Excitation' Blocks",
        JOURNAL = MedImg,
        VOLUME = "38",
        YEAR = "2019",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "540-549",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117969"}

@article{bb121743,
        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#TT117970"}

@inproceedings{bb121744,
        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#TT117971"}

@article{bb121745,
        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#TT117972"}

@article{bb121746,
        AUTHOR = "Cui, X.R. and Wang, D. and Wang, Z.J.",
        TITLE = "Feature-Flow Interpretation of Deep Convolutional Neural Networks",
        JOURNAL = MultMed,
        VOLUME = "22",
        YEAR = "2020",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "1847-1861",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117973"}

@article{bb121747,
        AUTHOR = "Rafegas, I. and Vanrell, M. and Alexandre, L.A. and Arias, G.",
        TITLE = "Understanding trained CNNs by indexing neuron selectivity",
        JOURNAL = PRL,
        VOLUME = "136",
        YEAR = "2020",
        PAGES = "318-325",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117974"}

@article{bb121748,
        AUTHOR = "Zhang, C.Z. and Liu, A.S. and Liu, X.L. and Xu, Y.T. and Yu, H. and Ma, Y.Q. and Li, T.L.",
        TITLE = "Interpreting and Improving Adversarial Robustness of Deep Neural
Networks With Neuron Sensitivity",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "1291-1304",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117975"}

@article{bb121749,
        AUTHOR = "Liu, A.S. and Liu, X.L. and Yu, H. and Zhang, C.Z. and Liu, Q. and Tao, D.C.",
        TITLE = "Training Robust Deep Neural Networks via Adversarial Noise
Propagation",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "5769-5781",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117976"}

@article{bb121750,
        AUTHOR = "Shi, X. and Xing, F. and Xu, K. and Chen, P. and Liang, Y. and Lu, Z. and Guo, Z.",
        TITLE = "Loss-Based Attention for Interpreting Image-Level Prediction of
Convolutional Neural Networks",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "1662-1675",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117977"}

@article{bb121751,
        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#TT117978"}

@inproceedings{bb121752,
        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#TT117979"}

@article{bb121753,
        AUTHOR = "Gu, R. and Wang, G. and Song, T. and Huang, R. and Aertsen, M. and Deprest, J. and Ourselin, S. and Vercauteren, T. and Zhang, S.",
        TITLE = "CA-Net: Comprehensive Attention Convolutional Neural Networks for
Explainable Medical Image Segmentation",
        JOURNAL = MedImg,
        VOLUME = "40",
        YEAR = "2021",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "699-711",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117980"}

@article{bb121754,
        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#TT117981"}

@article{bb121755,
        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#TT117982"}

@article{bb121756,
        AUTHOR = "Ortiz Jimenez, G. and Modas, A. and Moosavi Dezfooli, S.M. and Frossard, P.",
        TITLE = "Optimism in the Face of Adversity: Understanding and Improving Deep
Learning Through Adversarial Robustness",
        JOURNAL = PIEEE,
        VOLUME = "109",
        YEAR = "2021",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "635-659",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117983"}

@article{bb121757,
        AUTHOR = "Feng, Z.P. and Zhu, M.Z. and Stankovic, L. and Ji, H.B.",
        TITLE = "Self-Matching CAM: A Novel Accurate Visual Explanation of CNNs for
SAR Image Interpretation",
        JOURNAL = RS,
        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "9",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117984"}

@article{bb121758,
        AUTHOR = "Wang, D. and Cui, X. and Chen, X. and Ward, R. and Wang, Z.J.",
        TITLE = "Interpreting Bottom-Up Decision-Making of CNNs via Hierarchical
Inference",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "6701-6714",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117985"}

@article{bb121759,
        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#TT117986"}

@article{bb121760,
        AUTHOR = "Luo, Y. and Feng, G.R. and Zhang, X.P.",
        TITLE = "Hierarchical Authorization of Convolutional Neural Networks for
Multi-User",
        JOURNAL = SPLetters,
        VOLUME = "28",
        YEAR = "2021",
        PAGES = "1560-1564",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117987"}

@article{bb121761,
        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#TT117988"}

@article{bb121762,
        AUTHOR = "Yang, Z. 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#TT117989"}

@article{bb121763,
        AUTHOR = "Bai, X. and Wang, X. and Liu, X.L. and Liu, Q. and Song, J. and Sebe, N. and Kim, B.",
        TITLE = "Explainable deep learning for efficient and robust pattern
recognition: A survey of recent developments",
        JOURNAL = PR,
        VOLUME = "120",
        YEAR = "2021",
        PAGES = "108102",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117990"}

@article{bb121764,
        AUTHOR = "Zhang, Q.S. and Wang, X. and Wu, Y.N. and Zhou, H.L. and Zhu, S.C.",
        TITLE = "Interpretable CNNs for Object Classification",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "3416-3431",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117991"}

@article{bb121765,
        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#TT117992"}

@article{bb121766,
        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#TT117993"}

@article{bb121767,
        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#TT117994"}

@article{bb121768,
        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#TT117995"}

@article{bb121769,
        AUTHOR = "Mokoena, T. and Celik, T. and Marivate, V.",
        TITLE = "Why is this an anomaly? Explaining anomalies using sequential
explanations",
        JOURNAL = PR,
        VOLUME = "121",
        YEAR = "2022",
        PAGES = "108227",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117996"}

@article{bb121770,
        AUTHOR = "Zhang, Q.S. and Wang, X. and Cao, R.M. and Wu, Y.N. and Shi, F. and Zhu, S.C.",
        TITLE = "Extraction of an Explanatory Graph to Interpret a CNN",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "3863-3877",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117997"}

@article{bb121771,
        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#TT117998"}

@inproceedings{bb121772,
        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#TT117998"}

@inproceedings{bb121773,
        AUTHOR = "Khakzar, A. and Baselizadeh, S. and Khanduja, S. and Rupprecht, C. and Kim, S.T. and Navab, N.",
        TITLE = "Neural Response Interpretation through the Lens of Critical Pathways",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "13523-13533",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT117999"}

@inproceedings{bb121774,
        AUTHOR = "Stammer, W. and Schramowski, P. and Kersting, K.",
        TITLE = "Right for the Right Concept: Revising Neuro-Symbolic Concepts by
Interacting with their Explanations",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "3618-3628",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118000"}

@inproceedings{bb121775,
        AUTHOR = "Lim, D. and Lee, H. and Kim, S.",
        TITLE = "Building Reliable Explanations of Unreliable Neural Networks: Locally
Smoothing Perspective of Model Interpretation",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "6464-6473",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118001"}

@inproceedings{bb121776,
        AUTHOR = "Ge, Y.H. and Xiao, Y. and Xu, Z. and Zheng, M. and Karanam, S. and Chen, T. and Itti, L. and Wu, Z.",
        TITLE = "A Peek Into the Reasoning of Neural Networks:
Interpreting with Structural Visual Concepts",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "2195-2204",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118002"}

@inproceedings{bb121777,
        AUTHOR = "Chefer, H. and Gur, S. and Wolf, L.B.",
        TITLE = "Transformer Interpretability Beyond Attention Visualization",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "782-791",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118003"}

@inproceedings{bb121778,
        AUTHOR = "Shen, Y.J. and Zhou, B.",
        TITLE = "Closed-Form Factorization of Latent Semantics in GANs",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "1532-1540",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118004"}

@inproceedings{bb121779,
        AUTHOR = "Singla, S. and Nushi, B. and Shah, S. and Kamar, E. and Horvitz, E.",
        TITLE = "Understanding Failures of Deep Networks via Robust Feature Extraction",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "12848-12857",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118005"}

@inproceedings{bb121780,
        AUTHOR = "Poppi, S. and Cornia, M. and Baraldi, L. and Cucchiara, R.",
        TITLE = "Revisiting The Evaluation of Class Activation Mapping for
Explainability: A Novel Metric and Experimental Analysis",
        BOOKTITLE = RCV21,
        YEAR = "2021",
        PAGES = "2299-2304",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118006"}

@inproceedings{bb121781,
        AUTHOR = "Rahnama, A. and Tseng, A.",
        TITLE = "An Adversarial Approach for Explaining the Predictions of Deep Neural
Networks",
        BOOKTITLE = TCV21,
        YEAR = "2021",
        PAGES = "3247-3256",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118007"}

@inproceedings{bb121782,
        AUTHOR = "Wang, B. and Li, L.Z. and Verma, M. and Nakashima, Y. and Kawasaki, R. and Nagahara, H.",
        TITLE = "MTUNet: Few-shot Image Classification with Visual Explanations",
        BOOKTITLE = RCV21,
        YEAR = "2021",
        PAGES = "2294-2298",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118008"}

@inproceedings{bb121783,
        AUTHOR = "Abello, A.A. and Hirata, R. and Wang, Z.Y.",
        TITLE = "Dissecting the High-Frequency Bias in Convolutional Neural Networks",
        BOOKTITLE = UG21,
        YEAR = "2021",
        PAGES = "863-871",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118009"}

@inproceedings{bb121784,
        AUTHOR = "Rosenzweig, J. and Sicking, J. and Houben, S. and Mock, M. and Akila, M.",
        TITLE = "Patch Shortcuts: Interpretable Proxy Models Efficiently Find
Black-Box Vulnerabilities",
        BOOKTITLE = SAIAD21,
        YEAR = "2021",
        PAGES = "56-65",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118010"}

@inproceedings{bb121785,
        AUTHOR = "Chen, Q.X. and Li, P.F. and Xu, M. and Qi, X.J.",
        TITLE = "Sparse Activation Maps for Interpreting 3D Object Detection",
        BOOKTITLE = SAIAD21,
        YEAR = "2021",
        PAGES = "76-84",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118011"}

@inproceedings{bb121786,
        AUTHOR = "Jaworek Korjakowska, J. and Kostuch, A. and Skruch, P.",
        TITLE = "SafeSO: Interpretable and Explainable Deep Learning Approach for Seat
Occupancy Classification in Vehicle Interior",
        BOOKTITLE = SAIAD21,
        YEAR = "2021",
        PAGES = "103-112",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118012"}

@inproceedings{bb121787,
        AUTHOR = "Suzuki, M. and Kamcya, Y. and Kutsuna, T. and Mitsumoto, N.",
        TITLE = "Understanding the Reason for Misclassification by Generating
Counterfactual Images",
        BOOKTITLE = MVA21,
        YEAR = "2021",
        PAGES = "1-5",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118013"}

@inproceedings{bb121788,
        AUTHOR = "Li, Z.Q. and Wang, W.M. and Li, Z. and Huang, Y. and Sato, Y.",
        TITLE = "Towards Visually Explaining Video Understanding Networks with
Perturbation",
        BOOKTITLE = WACV21,
        YEAR = "2021",
        PAGES = "1119-1128",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118014"}

@inproceedings{bb121789,
        AUTHOR = "Oh, Y. and Jung, H. and Park, J. and Kim, M.S.",
        TITLE = "EVET: Enhancing Visual Explanations of Deep Neural Networks Using
Image Transformations",
        BOOKTITLE = WACV21,
        YEAR = "2021",
        PAGES = "3578-3586",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118015"}

@inproceedings{bb121790,
        AUTHOR = "Song, W. and Dai, S.Y. and Huang, D.M. and Song, J.L. and Antonio, L.",
        TITLE = "Median-Pooling Grad-Cam: An Efficient Inference Level Visual
Explanation for CNN Networks in Remote Sensing Image Classification",
        BOOKTITLE = MMMod21,
        YEAR = "2021",
        PAGES = "II:134-146",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118016"}

@inproceedings{bb121791,
        AUTHOR = "Samangouei, P. and Saeedi, A. and Nakagawa, L. and Silberman, N.",
        TITLE = "ExplainGAN: Model Explanation via Decision Boundary Crossing
Transformations",
        BOOKTITLE = ECCV18,
        YEAR = "2018",
        PAGES = "X: 681-696",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118017"}

@inproceedings{bb121792,
        AUTHOR = "Pope, P.E. and Kolouri, S. and Rostami, M. and Martin, C.E. and Hoffmann, H.",
        TITLE = "Explainability Methods for Graph Convolutional Neural Networks",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "10764-10773",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118018"}

@inproceedings{bb121793,
        AUTHOR = "Huseljic, D. and Sick, B. and Herde, M. and Kottke, D.",
        TITLE = "Separation of Aleatoric and Epistemic Uncertainty in Deterministic
Deep Neural Networks",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "9172-9179",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118019"}

@inproceedings{bb121794,
        AUTHOR = "Shi, S. and Du, Y.Z. and Fan, W.",
        TITLE = "Kernel-based LIME with feature dependency sampling",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "9143-9148",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118020"}

@inproceedings{bb121795,
        AUTHOR = "Charachon, M. and Hudelot, C. and Cournede, P.H. and Ruppli, C. and Ardon, R.",
        TITLE = "Combining Similarity and Adversarial Learning to Generate Visual
Explanation: Application to Medical Image Classification",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "7188-7195",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118021"}

@inproceedings{bb121796,
        AUTHOR = "Goh, G.S.W. and Lapuschkin, S. and Weber, L. and Samek, W. and Binder, A.",
        TITLE = "Understanding Integrated Gradients with SmoothTaylor for Deep Neural
Network Attribution",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "4949-4956",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118022"}

@inproceedings{bb121797,
        AUTHOR = "Yang, Q. and Zhu, X. and Fwu, J.K. and Ye, Y. and You, G. and Zhu, Y.",
        TITLE = "MFPP: Morphological Fragmental Perturbation Pyramid for Black-Box
Model Explanations",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "1376-1383",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118023"}

@inproceedings{bb121798,
        AUTHOR = "Jung, J.H. and Kwon, Y.M.",
        TITLE = "Boundaries of Single-Class Regions in the Input Space of Piece-Wise
Linear Neural Networks",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "6027-6034",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118024"}

@inproceedings{bb121799,
        AUTHOR = "Su, F.G. and Lin, C.S. and Wang, Y.C.A.F.",
        TITLE = "Learning Interpretable Representation for 3D Point Clouds",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "7470-7477",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT118025"}