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NUMBER = "2", MONTH = "March", PAGES = "18-44", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130182"} @article{bb134103, 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#TT130183"} @article{bb134104, 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#TT130184"} @inproceedings{bb134105, AUTHOR = "Yuce, G. and Ortiz Jimenez, G. and Besbinar, B. and Frossard, P.", TITLE = "A Structured Dictionary Perspective on Implicit Neural Representations", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "19206-19216", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130185"} @article{bb134106, 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#TT130186"} @article{bb134107, AUTHOR = "Wang, D. and Cui, X.R. 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#TT130187"} @article{bb134108, 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#TT130188"} @article{bb134109, 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#TT130189"} @article{bb134110, 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#TT130190"} @article{bb134111, AUTHOR = "Bai, X. and Wang, X. and Liu, X.L. and Liu, Q. and Song, J.K. 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#TT130191"} @article{bb134112, 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#TT130192"} @article{bb134113, 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#TT130193"} @article{bb134114, 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#TT130194"} @article{bb134115, 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#TT130195"} @article{bb134116, 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#TT130196"} @article{bb134117, 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#TT130197"} @article{bb134118, 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#TT130198"} @inproceedings{bb134119, 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#TT130198"} @article{bb134120, 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#TT130199"} @article{bb134121, 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#TT130200"} @article{bb134122, 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#TT130201"} @article{bb134123, 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#TT130202"} @article{bb134124, 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#TT130203"} @article{bb134125, AUTHOR = "Yuan, H. and Cai, L. and Hu, X. and Wang, J. and Ji, S.W.", TITLE = "Interpreting Image Classifiers by Generating Discrete Masks", JOURNAL = PAMI, VOLUME = "44", YEAR = "2022", NUMBER = "4", MONTH = "April", PAGES = "2019-2030", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130204"} @article{bb134126, 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#TT130205"} @article{bb134127, AUTHOR = "Cheng, L. and Fang, P.F. and Liang, Y.J. and Zhang, L. and Shen, C.H. and Wang, H.Z.", TITLE = "TSGB: Target-Selective Gradient Backprop for Probing CNN Visual Saliency", JOURNAL = IP, VOLUME = "31", YEAR = "2022", PAGES = "2529-2540", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130206"} @article{bb134128, 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#TT130207"} @article{bb134129, AUTHOR = "Muddamsetty, S.M. and Jahromi, M.N.S. and Ciontos, A.E. and Fenoy, L.M. and Moeslund, T.B.", TITLE = "Visual explanation of black-box model: Similarity Difference and Uniqueness (SIDU) method", JOURNAL = PR, VOLUME = "127", YEAR = "2022", PAGES = "108604", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130208"} @article{bb134130, 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#TT130209"} @article{bb134131, 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#TT130210"} @article{bb134132, 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#TT130211"} @article{bb134133, 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#TT130212"} @article{bb134134, 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#TT130213"} @article{bb134135, AUTHOR = "AlRegib, 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#TT130214"} @article{bb134136, 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#TT130215"} @article{bb134137, 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#TT130216"} @article{bb134138, AUTHOR = "Shi, R. and Li, T.X. and Yamaguchi, Y.S.", TITLE = "Output-targeted baseline for neuron attribution calculation", JOURNAL = IVC, VOLUME = "124", YEAR = "2022", PAGES = "104516", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130217"} @article{bb134139, AUTHOR = "Huang, Z.L. and Yao, X. and Liu, Y. and Dumitru, C.O. and Datcu, M. and Han, J.W.", TITLE = "Physically explainable CNN for SAR image classification", JOURNAL = PandRS, VOLUME = "190", YEAR = "2022", PAGES = "25-37", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130218"} @article{bb134140, AUTHOR = "Guo, X.P. and Hou, B. and Wu, Z.T. and Ren, B. and Wang, S. and Jiao, L.C.", TITLE = "Prob-POS: A Framework for Improving Visual Explanations from Convolutional Neural Networks for Remote Sensing Image Classification", JOURNAL = RS, VOLUME = "14", YEAR = "2022", NUMBER = "13", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130219"} @article{bb134141, 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#TT130220"} @article{bb134142, 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#TT130221"} @article{bb134143, AUTHOR = "Ye, F. and Bors, A.G.", TITLE = "Lifelong Teacher-Student Network Learning", JOURNAL = PAMI, VOLUME = "44", YEAR = "2022", NUMBER = "10", MONTH = "October", PAGES = "6280-6296", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130222"} @inproceedings{bb134144, AUTHOR = "Ye, F. and Bors, A.G.", TITLE = "Learning Latent Representations Across Multiple Data Domains Using Lifelong VaeGAN", BOOKTITLE = ECCV20, YEAR = "2020", PAGES = "XX:777-795", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130223"} @article{bb134145, 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#TT130224"} @article{bb134146, 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#TT130225"} @article{bb134147, 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#TT130226"} @article{bb134148, 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#TT130227"} @article{bb134149, AUTHOR = "Fu, Y.W. and Liu, C. and Li, D.H. and Zhong, Z. 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#TT130228"} @article{bb134150, 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#TT130229"} @article{bb134151, 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#TT130230"} @article{bb134152, 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#TT130231"} @article{bb134153, 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#TT130232"} @article{bb134154, AUTHOR = "Li, J. and Zhang, D.B. and Meng, B. and Li, Y.X. and Luo, L.", TITLE = "FIMF score-CAM: Fast score-CAM based on local multi-feature integration for visual interpretation of CNNS", JOURNAL = IET-IPR, VOLUME = "17", YEAR = "2023", NUMBER = "3", PAGES = "761-772", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130233"} @article{bb134155, 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#TT130234"} @article{bb134156, AUTHOR = "Cheng, M.M. and Jiang, P.T. and Han, L.H. and Wang, L. and Torr, P.H.S.", TITLE = "Deeply Explain CNN Via Hierarchical Decomposition", JOURNAL = IJCV, VOLUME = "131", YEAR = "2023", NUMBER = "5", MONTH = "May", PAGES = "1091-1105", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130235"} @article{bb134157, 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#TT130236"} @article{bb134158, 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#TT130237"} @article{bb134159, AUTHOR = "Bohle, M. and Fritz, M. and Schiele, B.", TITLE = "Optimising for Interpretability: Convolutional Dynamic Alignment Networks", JOURNAL = PAMI, VOLUME = "45", YEAR = "2023", NUMBER = "6", MONTH = "June", PAGES = "7625-7638", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130238"} @article{bb134160, 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#TT130239"} @inproceedings{bb134161, AUTHOR = "Li, C. and Jiang, J.Z. and Zhang, X. and Zhang, T.H. and Zhao, Y. and Jiang, D.D. and Li, R.G.", TITLE = "Towards Interpreting Computer Vision Based on Transformation Invariant Optimization", BOOKTITLE = CiV22, YEAR = "2022", PAGES = "371-382", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130240"} @inproceedings{bb134162, AUTHOR = "Eckstein, N. and Bukhari, H. and Bates, A.S. and Jefferis, G.S.X.E. and Funke, J.", TITLE = "Discriminative Attribution from Paired Images", BOOKTITLE = BioImage22, YEAR = "2022", PAGES = "406-422", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130241"} @inproceedings{bb134163, AUTHOR = "Gkartzonika, I. and Gkalelis, N. and Mezaris, V.", TITLE = "Learning Visual Explanations for DCNN-based Image Classifiers Using an Attention Mechanism", BOOKTITLE = Scarce22, YEAR = "2022", PAGES = "396-411", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130242"} @inproceedings{bb134164, AUTHOR = "Gupta, A. and Sintorn, I.M.", TITLE = "Towards Better Guided Attention and Human Knowledge Insertion in Deep Convolutional Neural Networks", BOOKTITLE = BioImage22, YEAR = "2022", PAGES = "437-453", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130243"} @inproceedings{bb134165, AUTHOR = "Tan, H.", TITLE = "Visualizing Global Explanations of Point Cloud DNNs", BOOKTITLE = WACV23, YEAR = "2023", PAGES = "4730-4739", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130244"} @inproceedings{bb134166, AUTHOR = "Behzadi Khormouji, H. and Oramas Mogrovejo, J.A.", TITLE = "A Protocol for Evaluating Model Interpretation Methods from Visual Explanations", BOOKTITLE = WACV23, YEAR = "2023", PAGES = "1421-1429", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130245"} @inproceedings{bb134167, AUTHOR = "Uchiyama, T. and Sogi, N. and Niinuma, K. and Fukui, K.", TITLE = "Visually explaining 3D-CNN predictions for video classification with an adaptive occlusion sensitivity analysis", BOOKTITLE = WACV23, YEAR = "2023", PAGES = "1513-1522", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130246"} @inproceedings{bb134168, AUTHOR = "Given, N.A.", TITLE = "Fractual Projection Forest: Fast and Explainable Point Cloud Classifier", BOOKTITLE = WACV23, YEAR = "2023", PAGES = "4229-4238", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130247"} @inproceedings{bb134169, AUTHOR = "Zhang, Y.Y. and Zhong, Q.Y. and Xie, D. and Pu, S.L.", TITLE = "KRNet: Towards Efficient Knowledge Replay", BOOKTITLE = "ICPR22", YEAR = "2022", PAGES = "4772-4778", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130248"} @inproceedings{bb134170, AUTHOR = "Yang, P. and Wen, Z.Y. and Mian, A.", TITLE = "Multi-Grained Interpretable Network for Image Recognition", BOOKTITLE = "ICPR22", YEAR = "2022", PAGES = "3815-3821", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130249"} @inproceedings{bb134171, AUTHOR = "Bayer, J. and Munch, D. and Arens, M.", TITLE = "Deep Saliency Map Generators for Multispectral Video Classification", BOOKTITLE = "ICPR22", YEAR = "2022", PAGES = "3757-3764", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130250"} @inproceedings{bb134172, AUTHOR = "Cunico, F. and Capogrosso, L. and Setti, F. and Carra, D. and Fummi, F. and Cristani, M.", TITLE = "I-SPLIT: Deep Network Interpretability for Split Computing", BOOKTITLE = "ICPR22", YEAR = "2022", PAGES = "2575-2581", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130251"} @inproceedings{bb134173, AUTHOR = "Zee, T. and Lakshmana, M. and Nwogu, I.", TITLE = "Towards Understanding the Behaviors of Pretrained Compressed Convolutional Models", BOOKTITLE = "ICPR22", YEAR = "2022", PAGES = "3450-3456", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130252"} @inproceedings{bb134174, AUTHOR = "Li, H. and Li, Z. and Ma, R. and Wu, T.", TITLE = "FD-CAM: Improving Faithfulness and Discriminability of Visual Explanation for CNNs", BOOKTITLE = "ICPR22", YEAR = "2022", PAGES = "1300-1306", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130253"} @inproceedings{bb134175, AUTHOR = "Cekic, M. and Bakiskan, C. and Madhow, U.", TITLE = "Neuro-Inspired Deep Neural Networks with Sparse, Strong Activations", BOOKTITLE = ICIP22, YEAR = "2022", PAGES = "3843-3847", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130254"} @inproceedings{bb134176, AUTHOR = "Zheng, Q. and Wang, Z. and Zhou, J. and Lu, J.W.", TITLE = "Shap-CAM: Visual Explanations for Convolutional Neural Networks Based on Shapley Value", BOOKTITLE = ECCV22, YEAR = "2022", PAGES = "XII:459-474", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130255"} @inproceedings{bb134177, AUTHOR = "Salama, A. and Adly, N. and Torki, M.", TITLE = "Ablation-CAM++: Grouped Recursive Visual Explanations for Deep Convolutional Networks", BOOKTITLE = ICIP22, YEAR = "2022", PAGES = "2011-2015", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130256"} @inproceedings{bb134178, AUTHOR = "Kherchouche, A. and Ben Ahmed, O. and Guillevin, C. and Tremblais, B. and Julian, A. and Guillevin, R.", TITLE = "MRS-XNet: An Explainable One-Dimensional Deep Neural Network for Magnetic Spectroscopic Data Classification", BOOKTITLE = ICIP22, YEAR = "2022", PAGES = "3923-3927", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130257"} @inproceedings{bb134179, AUTHOR = "Rao, S. and Bohle, M. and Schiele, B.", TITLE = "Towards Better Understanding Attribution Methods", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "10213-10222", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130258"} @inproceedings{bb134180, AUTHOR = "Keswani, M. and Ramakrishnan, S. and Reddy, N. and Balasubramanian, V.N.", TITLE = "Proto2Proto: Can you recognize the car, the way I do?", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "10223-10233", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130259"} @inproceedings{bb134181, AUTHOR = "Wu, Y.X. and Chen, C. and Che, J. and Pu, S.L.", TITLE = "FAM: Visual Explanations for the Feature Representations from Deep Convolutional Networks", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "10297-10306", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130260"} @inproceedings{bb134182, AUTHOR = "Chakraborty, T. and Trehan, U. and Mallat, K. and Dugelay, J.L.", TITLE = "Generalizing Adversarial Explanations with Grad-CAM", BOOKTITLE = ArtOfRobust22, YEAR = "2022", PAGES = "186-192", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130261"} @inproceedings{bb134183, AUTHOR = "Dravid, A. and Schiffers, F. and Gong, B.Q. and Katsaggelos, A.K.", TITLE = "medXGAN: Visual Explanations for Medical Classifiers through a Generative Latent Space", BOOKTITLE = FaDE-TCV22, YEAR = "2022", PAGES = "2935-2944", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130262"} @inproceedings{bb134184, AUTHOR = "Kowal, M. and Siam, M. and Islam, M.A. and Bruce, N.D.B. and Wildes, R.P. and Derpanis, K.G.", TITLE = "A Deeper Dive Into What Deep Spatiotemporal Networks Encode: Quantifying Static vs. Dynamic Information", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "13979-13989", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130263"} @inproceedings{bb134185, AUTHOR = "Somepalli, G. and Fowl, L. and Bansal, A. and Yeh Chiang, P. and Dar, Y. and Baraniuk, R. and Goldblum, M. and Goldstein, T.", TITLE = "Can Neural Nets Learn the Same Model Twice? Investigating Reproducibility and Double Descent from the Decision Boundary Perspective", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "13689-13698", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130264"} @inproceedings{bb134186, AUTHOR = "Sandoval Segura, P. and Singla, V. and Fowl, L. and Geiping, J. and Goldblum, M. and Jacobs, D. and Goldstein, T.", TITLE = "Poisons that are learned faster are more effective", BOOKTITLE = ArtOfRobust22, YEAR = "2022", PAGES = "197-204", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130265"} @inproceedings{bb134187, AUTHOR = "Yang, Y. and Kim, S. and Joo, J.", TITLE = "Explaining Deep Convolutional Neural Networks via Latent Visual-Semantic Filter Attention", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "8323-8333", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130266"} @inproceedings{bb134188, AUTHOR = "MacDonald, L.E. and Ramasinghe, S. and Lucey, S.", TITLE = "Enabling Equivariance for Arbitrary Lie Groups", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "8173-8182", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130267"} @inproceedings{bb134189, AUTHOR = "Kocasari, U. and Zaman, K. and Tiftikci, M. and Simsar, E. and Yanardag, P.", TITLE = "Rank in Style: A Ranking-based Approach to Find Interpretable Directions", BOOKTITLE = CVFAD22, YEAR = "2022", PAGES = "2293-2297", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130268"} @inproceedings{bb134190, AUTHOR = "Marathe, A. and Jain, P. and Walambe, R. and Kotecha, K.", TITLE = "RestoreX-AI: A Contrastive Approach towards Guiding Image Restoration via Explainable AI Systems", BOOKTITLE = V4AS22, YEAR = "2022", PAGES = "3029-3038", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130269"} @inproceedings{bb134191, AUTHOR = "Dittakavi, B. and Bavikadi, D. and Desai, S.V. and Chakraborty, S. and Reddy, N. and Balasubramanian, V.N. and Callepalli, B. and Sharma, A.", TITLE = "Pose Tutor: An Explainable System for Pose Correction in the Wild", BOOKTITLE = CVSports22, YEAR = "2022", PAGES = "3539-3548", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130270"} @inproceedings{bb134192, AUTHOR = "Zhang, Y.F. and Jiang, M. and Zhao, Q.", TITLE = "Query and Attention Augmentation for Knowledge-Based Explainable Reasoning", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "15555-15564", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130271"} @inproceedings{bb134193, AUTHOR = "Chockler, H. and Kroening, D. and Sun, Y.C.", TITLE = "Explanations for Occluded Images", BOOKTITLE = ICCV21, YEAR = "2021", PAGES = "1214-1223", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130272"} @inproceedings{bb134194, AUTHOR = "Rodriguez, P. and Caccia, M. and Lacoste, A. and Zamparo, L. and Laradji, I. and Charlin, L. and Vazquez, D.", TITLE = "Beyond Trivial Counterfactual Explanations with Diverse Valuable Explanations", BOOKTITLE = ICCV21, YEAR = "2021", PAGES = "1036-1045", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130273"} @inproceedings{bb134195, AUTHOR = "Kobs, K. and Steininger, M. and Dulny, A. and Hotho, A.", TITLE = "Do Different Deep Metric Learning Losses Lead to Similar Learned Features?", BOOKTITLE = ICCV21, YEAR = "2021", PAGES = "10624-10634", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130274"} @inproceedings{bb134196, AUTHOR = "Jung, H. and Oh, Y.", TITLE = "Towards Better Explanations of Class Activation Mapping", BOOKTITLE = ICCV21, YEAR = "2021", PAGES = "1316-1324", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130275"} @inproceedings{bb134197, AUTHOR = "Lam, P.C.H. and Chu, L. and Torgonskiy, M. and Pei, J. and Zhang, Y. and Wang, L.", TITLE = "Finding Representative Interpretations on Convolutional Neural Networks", BOOKTITLE = ICCV21, YEAR = "2021", PAGES = "1325-1334", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130276"} @inproceedings{bb134198, AUTHOR = "Lee, K.H. and Park, C. and Oh, J. and Kwak, N.", TITLE = "LFI-CAM: Learning Feature Importance for Better Visual Explanation", BOOKTITLE = ICCV21, YEAR = "2021", PAGES = "1335-1343", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130277"} @inproceedings{bb134199, AUTHOR = "Lang, O. and Gandelsman, Y. and Yarom, M. and Wald, Y. and Elidan, G. and Hassidim, A. and Freeman, W.T. and Isola, P. and Globerson, A. and Irani, M. and Mosseri, I.", TITLE = "Explaining in Style: Training a GAN to explain a classifier in StyleSpace", BOOKTITLE = ICCV21, YEAR = "2021", PAGES = "673-682", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT130278"}