Smooth Grad-CAM++: An Enhanced Inference Level Visualization Technique for Deep Convolutional Neural Network Models

3 August 2019

Daniel Omeiza

Skyler Speakman

C. Cintas

Komminist Weldemariam

FAtt

ArXiv PDF HTML

Papers citing "Smooth Grad-CAM++: An Enhanced Inference Level Visualization Technique for Deep Convolutional Neural Network Models"

34 / 34 papers shown

Title
SCOPE-MRI: Bankart Lesion Detection as a Case Study in Data Curation and Deep Learning for Challenging Diagnoses Sahil Sethi Sai Reddy Mansi Sakarvadia Jordan Serotte Darlington Nwaudo Nicholas Maassen Lewis Shi 41 0 0 29 Apr 2025
MERA: Multimodal and Multiscale Self-Explanatory Model with Considerably Reduced Annotation for Lung Nodule Diagnosis Jiahao Lu Chong Yin Silvia Ingala Kenny Erleben M. Nielsen S. Darkner 51 0 0 27 Apr 2025
CoLo-CAM: Class Activation Mapping for Object Co-Localization in Weakly-Labeled Unconstrained Videos Soufiane Belharbi Shakeeb Murtaza M. Pedersoli Ismail Ben Ayed Luke McCaffrey Eric Granger WSOL 56 4 0 28 Jan 2025
COMIX: Compositional Explanations using Prototypes S. Sivaprasad D. Kangin Plamen Angelov Mario Fritz 145 0 0 10 Jan 2025
Benchmarking the Attribution Quality of Vision Models Robin Hesse Simone Schaub-Meyer Stefan Roth FAtt 34 3 0 16 Jul 2024
A better approach to diagnose retinal diseases: Combining our Segmentation-based Vascular Enhancement with deep learning features Yuzhuo Chen Zetong Chen Yuanyuan Liu 31 0 0 25 May 2024
A Learning Paradigm for Interpretable Gradients Felipe Figueroa Hanwei Zhang R. Sicre Yannis Avrithis Stéphane Ayache FAtt 20 0 0 23 Apr 2024
Towards Interpretable Classification of Leukocytes based on Deep Learning S. Röhrl Johannes Groll M. Lengl Simon Schumann C. Klenk D. Heim Martin Knopp Oliver Hayden Klaus Diepold 25 2 0 24 Nov 2023
Overview of Class Activation Maps for Visualization Explainability Anh Pham Thi Minh HAI FAtt 34 5 0 25 Sep 2023
SUNY: A Visual Interpretation Framework for Convolutional Neural Networks from a Necessary and Sufficient Perspective Xiwei Xuan Ziquan Deng Hsuan-Tien Lin Z. Kong Kwan-Liu Ma AAML FAtt 29 2 0 01 Mar 2023
MM-SFENet: Multi-scale Multi-task Localization and Classification of Bladder Cancer in MRI with Spatial Feature Encoder Network Yumei Ren Guoli Wang Pingping Wang Kun-Meng Liu Quanjin Liu Hongfu Sun Xiang Li Benzheng Wei 14 0 0 22 Feb 2023
On The Coherence of Quantitative Evaluation of Visual Explanations Benjamin Vandersmissen José Oramas XAI FAtt 34 3 0 14 Feb 2023
Cluster-CAM: Cluster-Weighted Visual Interpretation of CNNs' Decision in Image Classification Zhenpeng Feng H. Ji M. Daković Xiyang Cui Mingzhe Zhu Ljubisa Stankovic 24 7 0 03 Feb 2023
Identifying Spurious Correlations and Correcting them with an Explanation-based Learning Misgina Tsighe Hagos Kathleen M. Curran Brian Mac Namee 20 10 0 15 Nov 2022
What Makes a Good Explanation?: A Harmonized View of Properties of Explanations Zixi Chen Varshini Subhash Marton Havasi Weiwei Pan Finale Doshi-Velez XAI FAtt 33 18 0 10 Nov 2022
Recipro-CAM: Fast gradient-free visual explanations for convolutional neural networks Seokhyun Byun Won-Jo Lee FAtt 36 4 0 28 Sep 2022
TCAM: Temporal Class Activation Maps for Object Localization in Weakly-Labeled Unconstrained Videos Soufiane Belharbi Ismail Ben Ayed Luke McCaffrey Eric Granger WSOL 41 12 0 30 Aug 2022
The Weighting Game: Evaluating Quality of Explainability Methods Lassi Raatikainen Esa Rahtu FAtt XAI 26 4 0 12 Aug 2022
Shap-CAM: Visual Explanations for Convolutional Neural Networks based on Shapley Value Quan Zheng Ziwei Wang Jie Zhou Jiwen Lu FAtt 28 31 0 07 Aug 2022
Fault Detection and Classification of Aerospace Sensors using a VGG16-based Deep Neural Network Zhongzhi Li Yunmei Zhao Jinyi Ma J. Ai Yiqun Dong 16 2 0 27 Jul 2022
Augmented Imagefication: A Data-driven Fault Detection Method for Aircraft Air Data Sensors Hang Zhao Jinyi Ma Zhongzhi Li Yiqun Dong J. Ai 19 0 0 18 Jun 2022
Reliable Visualization for Deep Speaker Recognition Pengqi Li Lantian Li A. Hamdulla Dong Wang HAI 40 9 0 08 Apr 2022
Model Doctor: A Simple Gradient Aggregation Strategy for Diagnosing and Treating CNN Classifiers Zunlei Feng Jiacong Hu Sai Wu Xiaotian Yu Jie Song Xiuming Zhang 32 13 0 09 Dec 2021
SSA: Semantic Structure Aware Inference for Weakly Pixel-Wise Dense Predictions without Cost Yanpeng Sun Zechao Li 29 15 0 05 Nov 2021
VAC-CNN: A Visual Analytics System for Comparative Studies of Deep Convolutional Neural Networks Xiwei Xuan Xiaoyu Zhang Oh-Hyun Kwon K. Ma HAI 16 17 0 25 Oct 2021
F-CAM: Full Resolution Class Activation Maps via Guided Parametric Upscaling Soufiane Belharbi Aydin Sarraf M. Pedersoli Ismail Ben Ayed Luke McCaffrey Eric Granger WSOL 36 30 0 15 Sep 2021
Ridge Regression Neural Network for Pediatric Bone Age Assessment Ibrahim Salim A. B. Hamza 14 25 0 15 Apr 2021
Explanations in Autonomous Driving: A Survey Daniel Omeiza Helena Webb Marina Jirotka Lars Kunze 11 214 0 09 Mar 2021
A Data Set and a Convolutional Model for Iconography Classification in Paintings Federico Milani Piero Fraternali 22 50 0 06 Oct 2020
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 31 79 0 17 Sep 2020
Axiom-based Grad-CAM: Towards Accurate Visualization and Explanation of CNNs Ruigang Fu Qingyong Hu Xiaohu Dong Yulan Guo Yinghui Gao Biao Li FAtt 24 266 0 05 Aug 2020
Weakly Supervised Minirhizotron Image Segmentation with MIL-CAM Guohao Yu A. Zare Weihuang Xu R. Matamala J. Reyes‐Cabrera F. Fritschi T. Juenger 14 12 0 30 Jul 2020
Efficient Saliency Maps for Explainable AI T. Nathan Mundhenk Barry Y. Chen Gerald Friedland XAI FAtt 18 73 0 26 Nov 2019
Deep Weakly-Supervised Learning Methods for Classification and Localization in Histology Images: A Survey Jérôme Rony Soufiane Belharbi Jose Dolz Ismail Ben Ayed Luke McCaffrey Eric Granger 25 70 0 08 Sep 2019