@article{bb123300,
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#TT119497"}
@article{bb123301,
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#TT119498"}
@inproceedings{bb123302,
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#TT119499"}
@inproceedings{bb123303,
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#TT119500"}
@article{bb123304,
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#TT119501"}
@article{bb123305,
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#TT119502"}
@article{bb123306,
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#TT119503"}
@article{bb123307,
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#TT119504"}
@article{bb123308,
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#TT119505"}
@article{bb123309,
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#TT119506"}
@article{bb123310,
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#TT119507"}
@article{bb123311,
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#TT119508"}
@article{bb123312,
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#TT119509"}
@inproceedings{bb123313,
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#TT119509"}
@article{bb123314,
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#TT119510"}
@article{bb123315,
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#TT119511"}
@article{bb123316,
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#TT119512"}
@article{bb123317,
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#TT119513"}
@article{bb123318,
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#TT119514"}
@article{bb123319,
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#TT119515"}
@article{bb123320,
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#TT119516"}
@inproceedings{bb123321,
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#TT119517"}
@article{bb123322,
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#TT119518"}
@article{bb123323,
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#TT119519"}
@article{bb123324,
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#TT119520"}
@article{bb123325,
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#TT119521"}
@article{bb123326,
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#TT119522"}
@article{bb123327,
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#TT119523"}
@article{bb123328,
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#TT119524"}
@inproceedings{bb123329,
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#TT119525"}
@article{bb123330,
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#TT119526"}
@article{bb123331,
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#TT119527"}
@article{bb123332,
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#TT119528"}
@article{bb123333,
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#TT119529"}
@article{bb123334,
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#TT119530"}
@article{bb123335,
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#TT119531"}
@article{bb123336,
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#TT119532"}
@article{bb123337,
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#TT119533"}
@article{bb123338,
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#TT119534"}
@article{bb123339,
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#TT119535"}
@article{bb123340,
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#TT119536"}
@article{bb123341,
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#TT119537"}
@article{bb123342,
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#TT119538"}
@article{bb123343,
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#TT119539"}
@article{bb123344,
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#TT119540"}
@article{bb123345,
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#TT119541"}
@article{bb123346,
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#TT119542"}
@inproceedings{bb123347,
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#TT119542"}
@article{bb123348,
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#TT119543"}
@article{bb123349,
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#TT119544"}
@article{bb123350,
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#TT119545"}
@article{bb123351,
AUTHOR = "Shin, S. and Kim, Y.J. and Yoon, J.W.",
TITLE = "A new approach to training more interpretable model with additional
segmentation",
JOURNAL = PRL,
VOLUME = "152",
YEAR = "2021",
PAGES = "188-194",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119546"}
@inproceedings{bb123352,
AUTHOR = "Hada, S.S. and Carreira Perpinan, M.A.",
TITLE = "Sampling the 'Inverse Set' of a Neuron",
BOOKTITLE = ICIP21,
YEAR = "2021",
PAGES = "3712-3716",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119547"}
@inproceedings{bb123353,
AUTHOR = "Benkert, R. and Aribido, O.J. and AlRegib, G.",
TITLE = "Explaining Deep Models Through Forgettable Learning Dynamics",
BOOKTITLE = ICIP21,
YEAR = "2021",
PAGES = "3692-3696",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119548"}
@inproceedings{bb123354,
AUTHOR = "Yadu, A. and Suhas, P.K. and Sinha, N.",
TITLE = "Class Specific Interpretability in CNN Using Causal Analysis",
BOOKTITLE = ICIP21,
YEAR = "2021",
PAGES = "3702-3706",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119549"}
@inproceedings{bb123355,
AUTHOR = "Sasdelli, M. and Ajanthan, T. and Chin, T.J. and Carneiro, G.",
TITLE = "A Chaos Theory Approach to Understand Neural Network Optimization",
BOOKTITLE = DICTA21,
YEAR = "2021",
PAGES = "1-10",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119550"}
@inproceedings{bb123356,
AUTHOR = "Konate, S. and Lebrat, L. and Cruz, R.S. and Smith, E. and Bradley, A. and Fookes, C. and Salvado, O.",
TITLE = "A Comparison of Saliency Methods for Deep Learning Explainability",
BOOKTITLE = DICTA21,
YEAR = "2021",
PAGES = "01-08",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119551"}
@inproceedings{bb123357,
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#TT119552"}
@inproceedings{bb123358,
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#TT119553"}
@inproceedings{bb123359,
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#TT119554"}
@inproceedings{bb123360,
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#TT119555"}
@inproceedings{bb123361,
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#TT119556"}
@inproceedings{bb123362,
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#TT119557"}
@inproceedings{bb123363,
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#TT119558"}
@inproceedings{bb123364,
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#TT119559"}
@inproceedings{bb123365,
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#TT119560"}
@inproceedings{bb123366,
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#TT119561"}
@inproceedings{bb123367,
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#TT119562"}
@inproceedings{bb123368,
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#TT119563"}
@inproceedings{bb123369,
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#TT119564"}
@inproceedings{bb123370,
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#TT119565"}
@inproceedings{bb123371,
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#TT119566"}
@inproceedings{bb123372,
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#TT119567"}
@inproceedings{bb123373,
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#TT119568"}
@inproceedings{bb123374,
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#TT119569"}
@inproceedings{bb123375,
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#TT119570"}
@inproceedings{bb123376,
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#TT119571"}
@inproceedings{bb123377,
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#TT119572"}
@inproceedings{bb123378,
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#TT119573"}
@inproceedings{bb123379,
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#TT119574"}
@inproceedings{bb123380,
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#TT119575"}
@inproceedings{bb123381,
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#TT119576"}
@inproceedings{bb123382,
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#TT119577"}
@inproceedings{bb123383,
AUTHOR = "Zhang, M. and Zhu, X.N. and Ji, Y.",
TITLE = "Input-aware Neural Knowledge Tracing Machine",
BOOKTITLE = HCAU20,
YEAR = "2020",
PAGES = "345-360",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119578"}
@inproceedings{bb123384,
AUTHOR = "Apicella, A. and Giugliano, S. and Isgro, F. and Prevete, R.",
TITLE = "A General Approach to Compute the Relevance of Middle-level Input
Features",
BOOKTITLE = EDL-AI20,
YEAR = "2020",
PAGES = "189-203",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119579"}
@inproceedings{bb123385,
AUTHOR = "Veerappa, M. and Anneken, M. and Burkart, N.",
TITLE = "Evaluation of Interpretable Association Rule Mining Methods on
Time-series in the Maritime Domain",
BOOKTITLE = EDL-AI20,
YEAR = "2020",
PAGES = "204-218",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119580"}
@inproceedings{bb123386,
AUTHOR = "Jouis, G. and Mouchere, H. and Picarougne, F. and Hardouin, A.",
TITLE = "Anchors vs Attention: Comparing XAI on a Real-life Use Case",
BOOKTITLE = EDL-AI20,
YEAR = "2020",
PAGES = "219-227",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119581"}
@inproceedings{bb123387,
AUTHOR = "Henin, C. and Le Metayer, D.",
TITLE = "A Multi-layered Approach for Tailored Black-box Explanations",
BOOKTITLE = EDL-AI20,
YEAR = "2020",
PAGES = "5-19",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119582"}
@inproceedings{bb123388,
AUTHOR = "Kenny, E.M. and Delaney, E.D. and Greene, D. and Keane, M.T.",
TITLE = "Post-hoc Explanation Options for XAI in Deep Learning: The Insight
Centre for Data Analytics Perspective",
BOOKTITLE = EDL-AI20,
YEAR = "2020",
PAGES = "20-34",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119583"}
@inproceedings{bb123389,
AUTHOR = "Halnaut, A. and Giot, R. and Bourqui, R. and Auber, D.",
TITLE = "Samples Classification Analysis Across DNN Layers with Fractal Curves",
BOOKTITLE = EDL-AI20,
YEAR = "2020",
PAGES = "47-61",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119584"}
@inproceedings{bb123390,
AUTHOR = "Jung, H. and Oh, Y. and Park, J. and Kim, M.S.",
TITLE = "Jointly Optimize Positive and Negative Saliencies for Black Box
Classifiers",
BOOKTITLE = EDL-AI20,
YEAR = "2020",
PAGES = "76-89",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119585"}
@inproceedings{bb123391,
AUTHOR = "Zhu, P. and Zhu, R.Z. and Mishra, S. and Saligrama, V.",
TITLE = "Low Dimensional Visual Attributes: An Interpretable Image Encoding",
BOOKTITLE = EDL-AI20,
YEAR = "2020",
PAGES = "90-102",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119586"}
@inproceedings{bb123392,
AUTHOR = "Marcos, D. and Fong, R. and Lobry, S. and Flamary, R. and Courty, N. and Tuia, D.",
TITLE = "Contextual Semantic Interpretability",
BOOKTITLE = ACCV20,
YEAR = "2020",
PAGES = "IV:351-368",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119587"}
@inproceedings{bb123393,
AUTHOR = "Townsend, J. and Kasioumis, T. and Inakoshi, H.",
TITLE = "ERIC: Extracting Relations Inferred from Convolutions",
BOOKTITLE = ACCV20,
YEAR = "2020",
PAGES = "III:206-222",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119588"}
@inproceedings{bb123394,
AUTHOR = "Galli, A. and Marrone, S. and Moscato, V. and Sansone, C.",
TITLE = "Reliability of explainable Artificial Intelligence in Adversarial
Perturbation Scenarios",
BOOKTITLE = EDL-AI20,
YEAR = "2020",
PAGES = "243-256",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119589"}
@inproceedings{bb123395,
AUTHOR = "Agarwal, C. and Nguyen, A.",
TITLE = "Explaining Image Classifiers by Removing Input Features Using
Generative Models",
BOOKTITLE = ACCV20,
YEAR = "2020",
PAGES = "VI:101-118",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119590"}
@inproceedings{bb123396,
AUTHOR = "Gorokhovatskyi, O. and Peredrii, O.",
TITLE = "Recursive Division of Image for Explanation of Shallow CNN Models",
BOOKTITLE = EDL-AI20,
YEAR = "2020",
PAGES = "274-286",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119591"}
@inproceedings{bb123397,
AUTHOR = "Konforti, Y. and Shpigler, A. and Lerner, B. and Bar Hillel, A.",
TITLE = "Inference Graphs for CNN Interpretation",
BOOKTITLE = ECCV20,
YEAR = "2020",
PAGES = "XXV:69-84",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119592"}
@inproceedings{bb123398,
AUTHOR = "Singh, M. and Kumari, N. and Mangla, P. and Sinha, A. and Balasubramanian, V.N. and Krishnamurthy, B.",
TITLE = "Attributional Robustness Training Using Input-gradient Spatial
Alignment",
BOOKTITLE = ECCV20,
YEAR = "2020",
PAGES = "XXVII:515-533",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119593"}
@inproceedings{bb123399,
AUTHOR = "Huang, S.J. and Peng, W.Q. and Jia, Z.W. and Tu, Z.W.",
TITLE = "One-pixel Signature: Characterizing CNN Models for Backdoor Detection",
BOOKTITLE = ECCV20,
YEAR = "2020",
PAGES = "XXVII:326-341",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT119594"}
Last update: