Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization

7 October 2016

Ramprasaath R. Selvaraju

Devi Parikh

Papers citing "Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization"

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Title
Pyramidal Recurrent Unit for Language Modeling Sachin Mehta Rik Koncel-Kedziorski Mohammad Rastegari Hannaneh Hajishirzi 21 10 0 27 Aug 2018
Targeted Nonlinear Adversarial Perturbations in Images and Videos R. Rey-de-Castro H. Rabitz AAML 16 10 0 27 Aug 2018
Treepedia 2.0: Applying Deep Learning for Large-scale Quantification of Urban Tree Cover B. Cai Xiaojiang Li Ian Seiferling C. Ratti 3DV 15 42 0 14 Aug 2018
Explaining the Unique Nature of Individual Gait Patterns with Deep Learning Fabian Horst Sebastian Lapuschkin Wojciech Samek K. Müller W. Schöllhorn AI4CE 31 207 0 13 Aug 2018
Choose Your Neuron: Incorporating Domain Knowledge through Neuron-Importance Ramprasaath R. Selvaraju Prithvijit Chattopadhyay Mohamed Elhoseiny Tilak Sharma Dhruv Batra Devi Parikh Stefan Lee 38 35 0 08 Aug 2018
Learning Multi-scale Features for Foreground Segmentation Long Ang Lim H. Keles SSeg 30 178 0 04 Aug 2018
Take a Look Around: Using Street View and Satellite Images to Estimate House Prices Stephen Law Brooks Paige Chris Russell 15 131 0 18 Jul 2018
CBAM: Convolutional Block Attention Module Sanghyun Woo Jongchan Park Joon-Young Lee In So Kweon 100 16,142 0 17 Jul 2018
Perception of Image Features in Post-Mortem Iris Recognition: Humans vs Machines Mateusz Trokielewicz A. Czajka P. Maciejewicz CVBM 13 2 0 11 Jul 2018
ChestNet: A Deep Neural Network for Classification of Thoracic Diseases on Chest Radiography Hongyu Wang Yong-quan Xia 26 106 0 09 Jul 2018
Confidential Inference via Ternary Model Partitioning Zhongshu Gu Heqing Huang Jialong Zhang D. Su Hani Jamjoom Ankita Lamba Dimitrios E. Pendarakis Ian Molloy 21 53 0 03 Jul 2018
Women also Snowboard: Overcoming Bias in Captioning Models (Extended Abstract) Lisa Anne Hendricks Kaylee Burns Kate Saenko Trevor Darrell Anna Rohrbach 39 478 0 02 Jul 2018
This Looks Like That: Deep Learning for Interpretable Image Recognition Chaofan Chen Oscar Li Chaofan Tao A. Barnett Jonathan Su Cynthia Rudin 59 1,157 0 27 Jun 2018
xGEMs: Generating Examplars to Explain Black-Box Models Shalmali Joshi Oluwasanmi Koyejo Been Kim Joydeep Ghosh MLAU 25 40 0 22 Jun 2018
Deep Drone Racing: Learning Agile Flight in Dynamic Environments Elia Kaufmann Antonio Loquercio René Ranftl Alexey Dosovitskiy V. Koltun Davide Scaramuzza 19 134 0 22 Jun 2018
Contrastive Explanations with Local Foil Trees J. V. D. Waa M. Robeer J. Diggelen Matthieu J. S. Brinkhuis Mark Antonius Neerincx FAtt 19 82 0 19 Jun 2018
RISE: Randomized Input Sampling for Explanation of Black-box Models Vitali Petsiuk Abir Das Kate Saenko FAtt 37 1,151 0 19 Jun 2018
Conditional Affordance Learning for Driving in Urban Environments Axel Sauer Nikolay Savinov Andreas Geiger 15 186 0 18 Jun 2018
Hierarchical interpretations for neural network predictions Chandan Singh W. James Murdoch Bin Yu 31 145 0 14 Jun 2018
Self-Supervised Feature Learning by Learning to Spot Artifacts Simon Jenni Paolo Favaro SSL 150 127 0 13 Jun 2018
Understanding Patch-Based Learning by Explaining Predictions Christopher J. Anders G. Montavon Wojciech Samek K. Müller UQCV FAtt 33 6 0 11 Jun 2018
Localizing and Quantifying Damage in Social Media Images Xukun Li Xukun Li Doina Caragea Muhammad Imran 18 57 0 09 Jun 2018
Graph Saliency Maps through Spectral Convolutional Networks: Application to Sex Classification with Brain Connectivity Salim Arslan S. Ktena Ben Glocker Daniel Rueckert GNN 19 53 0 05 Jun 2018
Explaining Explanations: An Overview of Interpretability of Machine Learning Leilani H. Gilpin David Bau Ben Z. Yuan Ayesha Bajwa Michael A. Specter Lalana Kagal XAI 40 1,840 0 31 May 2018
Excitation Dropout: Encouraging Plasticity in Deep Neural Networks Andrea Zunino Sarah Adel Bargal Pietro Morerio Jianming Zhang Stan Sclaroff Vittorio Murino 21 23 0 23 May 2018
Enriched Long-term Recurrent Convolutional Network for Facial Micro-Expression Recognition Huai-Qian Khor John See Raphaël C.-W. Phan Weiyao Lin 19 165 0 22 May 2018
Classifier-agnostic saliency map extraction Konrad Zolna Krzysztof J. Geras Kyunghyun Cho 22 29 0 21 May 2018
A Theoretical Explanation for Perplexing Behaviors of Backpropagation-based Visualizations Weili Nie Yang Zhang Ankit B. Patel FAtt 16 151 0 18 May 2018
Exploring object-centric and scene-centric CNN features and their complementarity for human rights violations recognition in images Grigorios Kalliatakis Shoaib Ehsan A. Leonardis Klaus McDonald-Maier 23 13 0 12 May 2018
Towards Interpretable Face Recognition Bangjie Yin Luan Tran Haoxiang Li Xiaohui Shen Xiaoming Liu CVBM 22 82 0 02 May 2018
Pay Attention to Virality: understanding popularity of social media videos with the attention mechanism Adam Bielski Tomasz Trzciñski 16 13 0 26 Apr 2018
Weakly-Supervised Learning-Based Feature Localization in Confocal Laser Endomicroscopy Glioma Images Mohammadhassan Izadyyazdanabadi E. Belykh C. Cavallo Xiaochun Zhao S. Gandhi L. Moreira J. Eschbacher P. Nakaji M. Preul Yezhou Yang 21 35 0 25 Apr 2018
Learning Deep Sketch Abstraction U. Muhammad Yongxin Yang Yi-Zhe Song Tao Xiang Timothy M. Hospedales 18 95 0 13 Apr 2018
Entanglement-guided architectures of machine learning by quantum tensor network Yuhan Liu Xiao Zhang M. Lewenstein Shi-Ju Ran 26 32 0 24 Mar 2018
Weakly Supervised Medical Diagnosis and Localization from Multiple Resolutions L. Yao Jordan Prosky Eric Poblenz Ben Covington Kevin Lyman 26 120 0 21 Mar 2018
Deep Structure Inference Network for Facial Action Unit Recognition C. Corneanu Meysam Madadi Sergio Escalera CVBM 24 126 0 15 Mar 2018
Transparency by Design: Closing the Gap Between Performance and Interpretability in Visual Reasoning David Mascharka Philip Tran Ryan Soklaski Arjun Majumdar 36 207 0 14 Mar 2018
Visual Explanations From Deep 3D Convolutional Neural Networks for Alzheimer's Disease Classification Chengliang Yang Anand Rangarajan Sanjay Ranka FAtt 21 139 0 07 Mar 2018
Multimodal Explanations: Justifying Decisions and Pointing to the Evidence Dong Huk Park Lisa Anne Hendricks Zeynep Akata Anna Rohrbach Bernt Schiele Trevor Darrell Marcus Rohrbach 37 419 0 15 Feb 2018
Stochastic Deconvolutional Neural Network Ensemble Training on Generative Pseudo-Adversarial Networks A. Chaplygin Joshua Chacksfield GAN 29 0 0 07 Feb 2018
How do Humans Understand Explanations from Machine Learning Systems? An Evaluation of the Human-Interpretability of Explanation Menaka Narayanan Emily Chen Jeffrey He Been Kim S. Gershman Finale Doshi-Velez FAtt XAI 36 241 0 02 Feb 2018
Visual Interpretability for Deep Learning: a Survey Quanshi Zhang Song-Chun Zhu FaML HAI 17 809 0 02 Feb 2018
Deep Adversarial Attention Alignment for Unsupervised Domain Adaptation: the Benefit of Target Expectation Maximization Guoliang Kang Liang Zheng Yan Yan Yi Yang OOD 30 121 0 30 Jan 2018
Re-ID done right: towards good practices for person re-identification Jon Almazán B. Gajic Naila Murray Diane Larlus 3DPC 30 105 0 16 Jan 2018
Beyond Sparsity: Tree Regularization of Deep Models for Interpretability Mike Wu M. C. Hughes S. Parbhoo Maurizio Zazzi Volker Roth Finale Doshi-Velez AI4CE 28 281 0 16 Nov 2017
MARGIN: Uncovering Deep Neural Networks using Graph Signal Analysis Rushil Anirudh Jayaraman J. Thiagarajan R. Sridhar T. Bremer FAtt AAML 23 12 0 15 Nov 2017
Attention Transfer from Web Images for Video Recognition Junnan Li Yongkang Wong Qi Zhao Mohan Kankanhalli 23 45 0 03 Aug 2017
Solar Power Plant Detection on Multi-Spectral Satellite Imagery using Weakly-Supervised CNN with Feedback Features and m-PCNN Fusion Nevrez Imamoglu Motoki Kimura H. Miyamoto A. Fujita Ryosuke Nakamura 16 12 0 21 Apr 2017
It Takes Two to Tango: Towards Theory of AI's Mind Arjun Chandrasekaran Deshraj Yadav Prithvijit Chattopadhyay Viraj Prabhu Devi Parikh 38 54 0 03 Apr 2017
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 122 3,126 0 02 Dec 2016