Example Forgetting: A Novel Approach to Explain and Interpret Deep Neural Networks in Seismic Interpretation

24 February 2023

Ryan Benkert

Oluwaseun Joseph Aribido

Ghassan AlRegib

Papers citing "Example Forgetting: A Novel Approach to Explain and Interpret Deep Neural Networks in Seismic Interpretation"

29 / 29 papers shown

Title
Explaining Deep Models through Forgettable Learning Dynamics Ryan Benkert Oluwaseun Joseph Aribido Ghassan AlRegib FAtt 32 9 0 10 Jan 2023
Gradients as a Measure of Uncertainty in Neural Networks Jinsol Lee Ghassan AlRegib UQCV 45 60 0 18 Aug 2020
Novelty Detection Through Model-Based Characterization of Neural Networks Gukyeong Kwon Mohit Prabhushankar Dogancan Temel Ghassan AlRegib 39 23 0 13 Aug 2020
Contrastive Explanations in Neural Networks Mohit Prabhushankar Gukyeong Kwon Dogancan Temel Ghassan AlRegib FAtt 38 33 0 01 Aug 2020
Backpropagated Gradient Representations for Anomaly Detection Gukyeong Kwon Mohit Prabhushankar Dogancan Temel Ghassan AlRegib 58 71 0 18 Jul 2020
Semantic Photo Manipulation with a Generative Image Prior David Bau Hendrik Strobelt William S. Peebles Jonas Wulff Bolei Zhou Jun-Yan Zhu Antonio Torralba GAN 81 352 0 15 May 2020
SEAN: Image Synthesis with Semantic Region-Adaptive Normalization Peihao Zhu Rameen Abdal Yipeng Qin Peter Wonka DiffM 63 444 0 28 Nov 2019
Semi-supervised Sequence Modeling for Elastic Impedance Inversion M. Alfarraj G. Al-Regib 36 82 0 19 Aug 2019
MaskGAN: Towards Diverse and Interactive Facial Image Manipulation Cheng-Han Lee Ziwei Liu Lingyun Wu Ping Luo CVBM 146 1,076 0 27 Jul 2019
Mask-Guided Portrait Editing with Conditional GANs Shuyang Gu Jianmin Bao Hao Yang Dong Chen Fang Wen Lu Yuan GAN CVBM 83 135 0 24 May 2019
Semi-Supervised Segmentation of Salt Bodies in Seismic Images using an Ensemble of Convolutional Neural Networks Yauhen Babakhin A. Sanakoyeu Hirotoshi Kitamura 46 59 0 09 Apr 2019
Semantic Image Synthesis with Spatially-Adaptive Normalization Taesung Park Ming-Yuan Liu Ting-Chun Wang Jun-Yan Zhu 137 2,685 0 18 Mar 2019
A Machine Learning Benchmark for Facies Classification Yazeed Alaudah P. Michalowicz M. Alfarraj G. Al-Regib CVBM 39 115 0 12 Jan 2019
The role of visual saliency in the automation of seismic interpretation M. Shafiq Tariq A. Alshawi Z. Long G. Al-Regib 48 20 0 31 Dec 2018
Subsurface structure analysis using computational interpretation and learning: A visual signal processing perspective Ghassan AlRegib Mohamed Deriche Z. Long H. Di Zhen Wang Yazeed Alaudah M. Shafiq M. Alfarraj 33 58 0 20 Dec 2018
An Empirical Study of Example Forgetting during Deep Neural Network Learning Mariya Toneva Alessandro Sordoni Rémi Tachet des Combes Adam Trischler Yoshua Bengio Geoffrey J. Gordon 107 732 0 12 Dec 2018
Online Structured Laplace Approximations For Overcoming Catastrophic Forgetting H. Ritter Aleksandar Botev David Barber BDL CLL 83 329 0 20 May 2018
Multimodal Unsupervised Image-to-Image Translation Xun Huang Ming-Yuan Liu Serge J. Belongie Jan Kautz 124 2,482 0 12 Apr 2018
Toward Multimodal Image-to-Image Translation Jun-Yan Zhu Richard Y. Zhang Deepak Pathak Trevor Darrell Alexei A. Efros Oliver Wang Eli Shechtman 118 1,351 0 30 Nov 2017
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs Ting-Chun Wang Ming-Yuan Liu Jun-Yan Zhu Andrew Tao Jan Kautz Bryan Catanzaro SSeg 161 3,938 0 30 Nov 2017
Seismic facies recognition based on prestack data using deep convolutional autoencoder Feng Qian Miao Yin Xiao-Yang Liu Yaojun Wang Guangmin Hu 44 104 0 08 Apr 2017
What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision? Alex Kendall Y. Gal BDL OOD UD UQCV PER 346 4,704 0 15 Mar 2017
Overcoming catastrophic forgetting in neural networks J. Kirkpatrick Razvan Pascanu Neil C. Rabinowitz J. Veness Guillaume Desjardins ... A. Grabska-Barwinska Demis Hassabis Claudia Clopath D. Kumaran R. Hadsell CLL 337 7,498 0 02 Dec 2016
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 311 19,640 0 21 Nov 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 268 19,981 0 07 Oct 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 233 18,195 0 02 Jun 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.1K 193,814 0 10 Dec 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 764 9,302 0 06 Jun 2015
Conditional Generative Adversarial Nets M. Berk Mirza Simon Osindero GAN SyDa AI4CE 254 10,407 0 06 Nov 2014