@inproceedings{bb155700, AUTHOR = "Yuan, K. and Li, Q.Q. and Shao, J. and Yan, J.J.", TITLE = "Learning Connectivity of Neural Networks from a Topological Perspective", BOOKTITLE = ECCV20, YEAR = "2020", PAGES = "XXI:737-753", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151615"} @inproceedings{bb155701, AUTHOR = "Bau, D. and Liu, S. and Wang, T.Z. and Zhu, J.Y. and Torralba, A.B.", TITLE = "Rewriting a Deep Generative Model", BOOKTITLE = ECCV20, YEAR = "2020", PAGES = "I:351-369", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151616"} @inproceedings{bb155702, AUTHOR = "Chen, S. and Jiang, M. and Yang, J.H. and Zhao, Q.", TITLE = "AiR: Attention with Reasoning Capability", BOOKTITLE = ECCV20, YEAR = "2020", PAGES = "I:91-107", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151617"} @inproceedings{bb155703, AUTHOR = "Ding, Y.K. and Liu, J.L. and Xiong, J.J. and Shi, Y.Y.", TITLE = "Revisiting the Evaluation of Uncertainty Estimation and Its Application to Explore Model Complexity-Uncertainty Trade-Off", BOOKTITLE = TCV20, YEAR = "2020", PAGES = "22-31", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151618"} @inproceedings{bb155704, AUTHOR = "Yang, Z.X. and Zhu, L.C. and Wu, Y. and Yang, Y.", TITLE = "Gated Channel Transformation for Visual Recognition", BOOKTITLE = CVPR20, YEAR = "2020", PAGES = "11791-11800", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151619"} @inproceedings{bb155705, AUTHOR = "Xu, S. and Venugopalan, S. and Sundararajan, M.", TITLE = "Attribution in Scale and Space", BOOKTITLE = CVPR20, YEAR = "2020", PAGES = "9677-9686", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151620"} @inproceedings{bb155706, AUTHOR = "Ramanujan, V. and Wortsman, M. and Kembhavi, A. and Farhadi, A. and Rastegari, M.", TITLE = "What's Hidden in a Randomly Weighted Neural Network?", BOOKTITLE = CVPR20, YEAR = "2020", PAGES = "11890-11899", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151621"} @inproceedings{bb155707, AUTHOR = "Bansal, N. and Agarwal, C. and Nguyen, A.", TITLE = "SAM: The Sensitivity of Attribution Methods to Hyperparameters", BOOKTITLE = CVPR20, YEAR = "2020", PAGES = "8670-8680", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151622"} @inproceedings{bb155708, AUTHOR = "Nguyen, A. and Agarwal, C. and Bansal, N.", TITLE = "SAM: The Sensitivity of Attribution Methods to Hyperparameters", BOOKTITLE = TCV20, YEAR = "2020", PAGES = "11-21", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151622"} @inproceedings{bb155709, AUTHOR = "Kim, E. and Gopinath, D. and Pasareanu, C. and Seshia, S.A.", TITLE = "A Programmatic and Semantic Approach to Explaining and Debugging Neural Network Based Object Detectors", BOOKTITLE = CVPR20, YEAR = "2020", PAGES = "11125-11134", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151623"} @inproceedings{bb155710, AUTHOR = "Jalwana, M.A.A.K. and Akhtar, N. and Bennamoun, M. and Mian, A.", TITLE = "Attack to Explain Deep Representation", BOOKTITLE = CVPR20, YEAR = "2020", PAGES = "9540-9549", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151624"} @inproceedings{bb155711, AUTHOR = "Koperski, M. and Konopczynski, T. and Nowak, R. and Semberecki, P. and Trzcinski, T.", TITLE = "Plugin Networks for Inference under Partial Evidence", BOOKTITLE = WACV20, YEAR = "2020", PAGES = "2872-2880", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151625"} @inproceedings{bb155712, AUTHOR = "Chen, L. and Chen, J. and Hajimirsadeghi, H. and Mori, G.", TITLE = "Adapting Grad-CAM for Embedding Networks", BOOKTITLE = WACV20, YEAR = "2020", PAGES = "2783-2792", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151626"} @inproceedings{bb155713, AUTHOR = "Zhang, J. and Zhang, J. and Ghosh, S. and Li, D. and Tasci, S. and Heck, L. and Zhang, H. and Kuo, C.C.J.", TITLE = "Class-incremental Learning via Deep Model Consolidation", BOOKTITLE = WACV20, YEAR = "2020", PAGES = "1120-1129", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151627"} @inproceedings{bb155714, AUTHOR = "Vasu, B. and Long, C.", TITLE = "Iterative and Adaptive Sampling with Spatial Attention for Black-Box Model Explanations", BOOKTITLE = WACV20, YEAR = "2020", PAGES = "2949-2958", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151628"} @inproceedings{bb155715, AUTHOR = "Gkalelis, N. and Mezaris, V.", TITLE = "Subclass Deep Neural Networks: Re-enabling Neglected Classes in Deep Network Training for Multimedia Classification", BOOKTITLE = MMMod20, YEAR = "2020", PAGES = "I:227-238", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151629"} @inproceedings{bb155716, AUTHOR = "Subramanya, A. and Pillai, V. and Pirsiavash, H.", TITLE = "Fooling Network Interpretation in Image Classification", BOOKTITLE = ICCV19, YEAR = "2019", PAGES = "2020-2029", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151630"} @inproceedings{bb155717, AUTHOR = "Liang, M. and Palado, G. and Browne, W.N.", TITLE = "Identifying Simple Shapes to Classify the Big Picture", BOOKTITLE = IVCNZ19, YEAR = "2019", PAGES = "1-6", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151631"} @inproceedings{bb155718, AUTHOR = "Huang, J. and Qu, L. and Jia, R. and Zhao, B.", TITLE = "O2U-Net: A Simple Noisy Label Detection Approach for Deep Neural Networks", BOOKTITLE = ICCV19, YEAR = "2019", PAGES = "3325-3333", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151632"} @inproceedings{bb155719, AUTHOR = "Konuk, E. and Smith, K.", TITLE = "An Empirical Study of the Relation Between Network Architecture and Complexity", BOOKTITLE = Preregister19, YEAR = "2019", PAGES = "4597-4599", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151633"} @inproceedings{bb155720, AUTHOR = "Iqbal, A. and Gall, J.", TITLE = "Level Selector Network for Optimizing Accuracy-Specificity Trade-Offs", BOOKTITLE = HVU19, YEAR = "2019", PAGES = "1466-1473", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151634"} @inproceedings{bb155721, AUTHOR = "Kang, S. and Jung, H. and Lee, S.", TITLE = "Interpreting Undesirable Pixels for Image Classification on Black-Box Models", BOOKTITLE = VXAI19, YEAR = "2019", PAGES = "4250-4254", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151635"} @inproceedings{bb155722, AUTHOR = "Zhuang, J. and Dvornek, N.C. and Li, X. and Yang, J. and Duncan, J.", TITLE = "Decision explanation and feature importance for invertible networks", BOOKTITLE = VXAI19, YEAR = "2019", PAGES = "4235-4239", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151636"} @inproceedings{bb155723, AUTHOR = "Graziani, M. and Muller, H. and Andrearczyk, V. and Graziani, M. and Muller, H. and Andrearczyk, V.", TITLE = "Interpreting Intentionally Flawed Models with Linear Probes", BOOKTITLE = SDL-CV19, YEAR = "2019", PAGES = "743-747", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151637"} @inproceedings{bb155724, AUTHOR = "Demidovskij, A. and Gorbachev, Y. and Fedorov, M. and Slavutin, I. and Tugarev, A. and Fatekhov, M. and Tarkan, Y.", TITLE = "OpenVINO Deep Learning Workbench: Comprehensive Analysis and Tuning of Neural Networks Inference", BOOKTITLE = SDL-CV19, YEAR = "2019", PAGES = "783-787", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151638"} @inproceedings{bb155725, AUTHOR = "Lazarow, J. and Jin, L. and Tu, Z.", TITLE = "Introspective Neural Networks for Generative Modeling", BOOKTITLE = ICCV17, YEAR = "2017", PAGES = "2793-2802", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151639"} @inproceedings{bb155726, AUTHOR = "Ren, J. and Li, Z. and Yang, J.C. and Xu, N. and Yang, T. and Foran, D.J.", TITLE = "EIGEN: Ecologically-Inspired GENetic Approach for Neural Network Structure Searching From Scratch", BOOKTITLE = CVPR19, YEAR = "2019", PAGES = "9051-9060", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151640"} @inproceedings{bb155727, AUTHOR = "Liang, X.D.", TITLE = "Learning Personalized Modular Network Guided by Structured Knowledge", BOOKTITLE = CVPR19, YEAR = "2019", PAGES = "8936-8944", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151641"} @inproceedings{bb155728, AUTHOR = "Zeng, W.Y. and Luo, W.J. and Suo, S. and Sadat, A. and Yang, B. and Casas, S. and Urtasun, R.", TITLE = "End-To-End Interpretable Neural Motion Planner", BOOKTITLE = CVPR19, YEAR = "2019", PAGES = "8652-8661", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151642"} @inproceedings{bb155729, AUTHOR = "Blanchard, N. and Kinnison, J. and RichardWebster, B. and Bashivan, P. and Scheirer, W.J.", TITLE = "A Neurobiological Evaluation Metric for Neural Network Model Search", BOOKTITLE = CVPR19, YEAR = "2019", PAGES = "5399-5408", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151643"} @inproceedings{bb155730, AUTHOR = "Yu, L. and Yazici, V.O. and Liu, X.L. and van de Weijer, J. and Cheng, Y.M. and Ramisa, A.", TITLE = "Learning Metrics From Teachers: Compact Networks for Image Embedding", BOOKTITLE = CVPR19, YEAR = "2019", PAGES = "2902-2911", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151644"} @inproceedings{bb155731, AUTHOR = "Ye, J.W. and Ji, Y.X. and Wang, X.C. and Ou, K. and Tao, D.P. and Song, M.L.", TITLE = "Student Becoming the Master: Knowledge Amalgamation for Joint Scene Parsing, Depth Estimation, and More", BOOKTITLE = CVPR19, YEAR = "2019", PAGES = "2824-2833", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151645"} @inproceedings{bb155732, AUTHOR = "Orekondy, T. and Schiele, B. and Fritz, M.", TITLE = "Knockoff Nets: Stealing Functionality of Black-Box Models", BOOKTITLE = CVPR19, YEAR = "2019", PAGES = "4949-4958", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151646"} @inproceedings{bb155733, AUTHOR = "Morgado, P. and Vasconcelos, N.M.", TITLE = "NetTailor: Tuning the Architecture, Not Just the Weights", BOOKTITLE = CVPR19, YEAR = "2019", PAGES = "3039-3049", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151647"} @inproceedings{bb155734, AUTHOR = "Stergiou, A. and Kapidis, G. and Kalliatakis, G. and Chrysoulas, C. and Veltkamp, R. and Poppe, R.", TITLE = "Saliency Tubes: Visual Explanations for Spatio-Temporal Convolutions", BOOKTITLE = ICIP19, YEAR = "2019", PAGES = "1830-1834", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151648"} @inproceedings{bb155735, AUTHOR = "Chen, Y. and Saporta, A. and Dapogny, A. and Cord, M.", TITLE = "Delving Deep into Interpreting Neural Nets with Piece-Wise Affine Representation", BOOKTITLE = ICIP19, YEAR = "2019", PAGES = "609-613", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151649"} @inproceedings{bb155736, AUTHOR = "Lee, J. and Kim, S.T. and Ro, Y.M.", TITLE = "Probenet: Probing Deep Networks", BOOKTITLE = ICIP19, YEAR = "2019", PAGES = "3821-3825", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151650"} @inproceedings{bb155737, AUTHOR = "Buhrmester, V. and Munch, D. and Bulatov, D. and Arens, M.", TITLE = "Evaluating the Impact of Color Information in Deep Neural Networks", BOOKTITLE = IbPRIA19, YEAR = "2019", PAGES = "I:302-316", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151651"} @inproceedings{bb155738, AUTHOR = "Ghojogh, B. and Karray, F. and Crowley, M.", TITLE = "Backprojection for Training Feedforward Neural Networks in the Input and Feature Spaces", BOOKTITLE = ICIAR20, YEAR = "2020", PAGES = "II:16-24", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151652"} @inproceedings{bb155739, AUTHOR = "Tartaglione, E. and Grangetto, M.", TITLE = "Take a Ramble into Solution Spaces for Classification Problems in Neural Networks", BOOKTITLE = CIAP19, YEAR = "2019", PAGES = "I:345-355", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151653"} @inproceedings{bb155740, AUTHOR = "Yu, T. and Long, H. and Hopcroft, J.E.", TITLE = "Curvature-based Comparison of Two Neural Networks", BOOKTITLE = ICPR18, YEAR = "2018", PAGES = "441-447", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151654"} @inproceedings{bb155741, AUTHOR = "Malakhova, K.", TITLE = "Representation of Categories in Filters of Deep Neural Networks", BOOKTITLE = Cognitive18, YEAR = "2018", PAGES = "2054-20542", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151655"} @inproceedings{bb155742, AUTHOR = "Kanbak, C. and Moosavi Dezfooli, S.M. and Frossard, P.", TITLE = "Geometric Robustness of Deep Networks: Analysis and Improvement", BOOKTITLE = CVPR18, YEAR = "2018", PAGES = "4441-4449", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151656"} @inproceedings{bb155743, AUTHOR = "Fawzi, A. and Moosavi Dezfooli, S.M. and Frossard, P. and Soatto, S.", TITLE = "Empirical Study of the Topology and Geometry of Deep Networks", BOOKTITLE = CVPR18, YEAR = "2018", PAGES = "3762-3770", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151657"} @inproceedings{bb155744, AUTHOR = "Zhang, Z.M. and Wu, Y.W. and Wang, G.H.", TITLE = "BPGrad: Towards Global Optimality in Deep Learning via Branch and Pruning", BOOKTITLE = CVPR18, YEAR = "2018", PAGES = "3301-3309", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151658"} @inproceedings{bb155745, AUTHOR = "Palacio, S. and Folz, J. and Hees, J. and Raue, F. and Borth, D. and Dengel, A.", TITLE = "What do Deep Networks Like to See?", BOOKTITLE = CVPR18, YEAR = "2018", PAGES = "3108-3117", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151659"} @inproceedings{bb155746, AUTHOR = "Aodha, O.M. and Su, S. and Chen, Y. and Perona, P. and Yue, Y.", TITLE = "Teaching Categories to Human Learners with Visual Explanations", BOOKTITLE = CVPR18, YEAR = "2018", PAGES = "3820-3828", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151660"} @inproceedings{bb155747, AUTHOR = "Fong, R. and Vedaldi, A.", TITLE = "Net2Vec: Quantifying and Explaining How Concepts are Encoded by Filters in Deep Neural Networks", BOOKTITLE = CVPR18, YEAR = "2018", PAGES = "8730-8738", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151661"} @inproceedings{bb155748, AUTHOR = "Mascharka, D. and Tran, P. and Soklaski, R. and Majumdar, A.", TITLE = "Transparency by Design: Closing the Gap Between Performance and Interpretability in Visual Reasoning", BOOKTITLE = CVPR18, YEAR = "2018", PAGES = "4942-4950", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151662"} @inproceedings{bb155749, AUTHOR = "Wang, Y. and Su, H. and Zhang, B. and Hu, X.", TITLE = "Interpret Neural Networks by Identifying Critical Data Routing Paths", BOOKTITLE = CVPR18, YEAR = "2018", PAGES = "8906-8914", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151663"} @inproceedings{bb155750, AUTHOR = "Dong, Y.P. and Su, H. and Zhu, J. and Zhang, B.", TITLE = "Improving Interpretability of Deep Neural Networks with Semantic Information", BOOKTITLE = CVPR17, YEAR = "2017", PAGES = "975-983", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151664"} @inproceedings{bb155751, AUTHOR = "Bau, D. and Zhou, B. and Khosla, A. and Oliva, A. and Torralba, A.B.", TITLE = "Network Dissection: Quantifying Interpretability of Deep Visual Representations", BOOKTITLE = CVPR17, YEAR = "2017", PAGES = "3319-3327", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151665"} @inproceedings{bb155752, AUTHOR = "Hu, R.H. and Andreas, J. and Darrell, T.J. and Saenko, K.", TITLE = "Explainable Neural Computation via Stack Neural Module Networks", BOOKTITLE = ECCV18, YEAR = "2018", PAGES = "VII: 55-71", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151666"} @inproceedings{bb155753, AUTHOR = "Rupprecht, C. and Laina, I. and Navab, N. and Hager, G.D. and Tombari, F.", TITLE = "Guide Me: Interacting with Deep Networks", BOOKTITLE = CVPR18, YEAR = "2018", PAGES = "8551-8561", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151667"} @inproceedings{bb155754, AUTHOR = "Khan, S.H. and Hayat, M. and Porikli, F.M.", TITLE = "Scene Categorization with Spectral Features", BOOKTITLE = ICCV17, YEAR = "2017", PAGES = "5639-5649", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151668"} @inproceedings{bb155755, AUTHOR = "Worrall, D.E. and Garbin, S.J. and Turmukhambetov, D. and Brostow, G.J.", TITLE = "Interpretable Transformations with Encoder-Decoder Networks", BOOKTITLE = ICCV17, YEAR = "2017", PAGES = "5737-5746", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151669"} @article{bb155756, 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/pattern652expcnn1.html#TT151670"} @article{bb155757, AUTHOR = "Kuo, C.C.J. and Zhang, M. and Li, S.Y. and Duan, J.L. 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/pattern652expcnn1.html#TT151671"} @inproceedings{bb155758, 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/pattern652expcnn1.html#TT151672"} @inproceedings{bb155759, 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/pattern652expcnn1.html#TT151673"} @article{bb155760, AUTHOR = "Li, H. and Tian, Y.K. 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/pattern652expcnn1.html#TT151674"} @article{bb155761, 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/pattern652expcnn1.html#TT151675"} @article{bb155762, 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/pattern652expcnn1.html#TT151676"} @article{bb155763, AUTHOR = "Wang, W. and Zhu, L.Q. and Guo, B.Q.", 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/pattern652expcnn1.html#TT151677"} @article{bb155764, 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/pattern652expcnn1.html#TT151678"} @article{bb155765, 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/pattern652expcnn1.html#TT151679"} @article{bb155766, 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/pattern652expcnn1.html#TT151680"} @article{bb155767, 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/pattern652expcnn1.html#TT151681"} @inproceedings{bb155768, 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/pattern652expcnn1.html#TT151681"} @article{bb155769, 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/pattern652expcnn1.html#TT151682"} @article{bb155770, 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/pattern652expcnn1.html#TT151683"} @article{bb155771, 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/pattern652expcnn1.html#TT151684"} @article{bb155772, AUTHOR = "Gu, R. and Wang, G.T. and Song, T. and Huang, R. and Aertsen, M. and Deprest, J. and Ourselin, S. and Vercauteren, T. and Zhang, S.T.", 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/pattern652expcnn1.html#TT151685"} @article{bb155773, 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/pattern652expcnn1.html#TT151686"} @article{bb155774, 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/pattern652expcnn1.html#TT151687"} @article{bb155775, 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/pattern652expcnn1.html#TT151688"} @article{bb155776, 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/pattern652expcnn1.html#TT151689"} @article{bb155777, 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/pattern652expcnn1.html#TT151690"} @article{bb155778, 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/pattern652expcnn1.html#TT151691"} @article{bb155779, 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/pattern652expcnn1.html#TT151692"} @article{bb155780, 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/pattern652expcnn1.html#TT151693"} @article{bb155781, 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/pattern652expcnn1.html#TT151694"} @article{bb155782, 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/pattern652expcnn1.html#TT151695"} @article{bb155783, 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/pattern652expcnn1.html#TT151696"} @article{bb155784, 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/pattern652expcnn1.html#TT151697"} @article{bb155785, AUTHOR = "Hu, K.W. and Gao, J. and Mao, F.Y. and Song, X.H. and Cheng, L.C. and Feng, Z.L. and Song, M.L.", TITLE = "Disassembling Convolutional Segmentation Network", JOURNAL = IJCV, VOLUME = "131", YEAR = "2023", NUMBER = "7", MONTH = "July", PAGES = "1741-1760", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652expcnn1.html#TT151698"} @article{bb155786, 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/pattern652expcnn1.html#TT151699"} @article{bb155787, 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/pattern652expcnn1.html#TT151700"} @article{bb155788, AUTHOR = "Bohle, M. and Singh, N. and Fritz, M. and Schiele, B.", TITLE = "B-Cos Alignment for Inherently Interpretable CNNs and Vision Transformers", JOURNAL = PAMI, VOLUME = "46", YEAR = "2024", NUMBER = "6", MONTH = "June", PAGES = "4504-4518", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652expcnn1.html#TT151701"} @article{bb155789, AUTHOR = "Islam, M.A. and Kowal, M. and Jia, S. and Derpanis, K.G. and Bruce, N.D.B.", TITLE = "Position, Padding and Predictions: A Deeper Look at Position Information in CNNs", JOURNAL = IJCV, VOLUME = "132", YEAR = "2024", NUMBER = "1", MONTH = "January", PAGES = "3889-3910", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652expcnn1.html#TT151702"} @inproceedings{bb155790, AUTHOR = "Islam, M.A. and Kowal, M. and Jia, S. and Derpanis, K.G. and Bruce, N.D.B.", TITLE = "Global Pooling, More than Meets the Eye: Position Information is Encoded Channel-Wise in CNNs", BOOKTITLE = ICCV21, YEAR = "2021", PAGES = "773-781", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652expcnn1.html#TT151703"} @article{bb155791, AUTHOR = "Li, Y.S. and Liang, H.J. and Yu, R.", TITLE = "BI-CAM: Generating Explanations for Deep Neural Networks Using Bipolar Information", JOURNAL = MultMed, VOLUME = "26", YEAR = "2024", PAGES = "568-580", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652expcnn1.html#TT151704"} @article{bb155792, AUTHOR = "Tang, J.C. and Kang, Q. and Zhou, M.C. and Yin, H. and Yao, S.", TITLE = "MemeNet: Toward a Reliable Local Projection for Image Recognition via Semantic Featurization", JOURNAL = IP, VOLUME = "33", YEAR = "2024", PAGES = "1670-1682", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652expcnn1.html#TT151705"} @article{bb155793, AUTHOR = "Kim, S. and Chae, D.K.", TITLE = "What Does a Model Really Look at?: Extracting Model-Oriented Concepts for Explaining Deep Neural Networks", JOURNAL = PAMI, VOLUME = "46", YEAR = "2024", NUMBER = "7", MONTH = "July", PAGES = "4612-4624", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652expcnn1.html#TT151706"} @article{bb155794, AUTHOR = "Rodrigues, C.M. and Boutry, N. and Najman, L.", TITLE = "Transforming gradient-based techniques into interpretable methods", JOURNAL = PRL, VOLUME = "184", YEAR = "2024", PAGES = "66-73", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652expcnn1.html#TT151707"} @inproceedings{bb155795, AUTHOR = "Jiang, M.Q. and Khorram, S. and Fuxin, L.", TITLE = "Comparing the Decision-Making Mechanisms by Transformers and CNNs via Explanation Methods", BOOKTITLE = CVPR24, YEAR = "2024", PAGES = "9546-9555", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652expcnn1.html#TT151708"} @inproceedings{bb155796, AUTHOR = "Alami, A. and Boumhidi, J. and Chakir, L.", TITLE = "Explainability in CNN based Deep Learning models for medical image classification", BOOKTITLE = ISCV24, YEAR = "2024", PAGES = "1-6", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652expcnn1.html#TT151709"} @inproceedings{bb155797, AUTHOR = "Akpudo, U.E. and Yu, X.H. and Zhou, J. and Gao, Y.S.", TITLE = "NCAF: NTD-based Concept Activation Factorisation Framework for CNN Explainability", BOOKTITLE = IVCNZ23, YEAR = "2023", PAGES = "1-6", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652expcnn1.html#TT151710"} @inproceedings{bb155798, AUTHOR = "Meynen, T. and Behzadi Khormouji, H. and Oramas, J.", TITLE = "Interpreting Convolutional Neural Networks by Explaining Their Predictions", BOOKTITLE = ICIP23, YEAR = "2023", PAGES = "1685-1689", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652expcnn1.html#TT151711"} @inproceedings{bb155799, AUTHOR = "Sarkar, S. and Babu, A.R. and Mousavi, S. and Ghorbanpour, S. and Gundecha, V. and Guillen, A. and Luna, R. and Naug, A.", TITLE = "RL-CAM: Visual Explanations for Convolutional Networks using Reinforcement Learning", BOOKTITLE = SAIAD23, YEAR = "2023", PAGES = "3861-3869", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652expcnn1.html#TT151712"}