Attention-based Saliency Maps Improve Interpretability of Pneumothorax
Classification

Attention-based Saliency Maps Improve Interpretability of Pneumothorax Classification

3 March 2023

Alessandro Wollek

Saša Čečatka

Papers citing "Attention-based Saliency Maps Improve Interpretability of Pneumothorax Classification"

12 / 12 papers shown

Title
VisTA: Vision-Text Alignment Model with Contrastive Learning using Multimodal Data for Evidence-Driven, Reliable, and Explainable Alzheimer's Disease Diagnosis Duy-Cat Can Linh D. Dang Quang-Huy Tang Dang Minh Ly Huong Ha Guillaume Blanc Oliver Y. Chén Binh T. Nguyen 69 1 0 03 Feb 2025
Medical Slice Transformer: Improved Diagnosis and Explainability on 3D Medical Images with DINOv2 Gustav Muller-Franzes Firas Khader R. Siepmann T. Han Jakob Nikolas Kather S. Nebelung Daniel Truhn MedIm 74 0 0 24 Nov 2024
Towards a clinically accessible radiology foundation model: open-access and lightweight, with automated evaluation Juan Manuel Zambrano Chaves Shih-Cheng Huang Yanbo Xu Hanwen Xu Naoto Usuyama ... Akshay S. Chaudhari Serena Yeung-Levy Curtis P. Langlotz Sheng Wang Hoifung Poon VLM LM&MA 70 10 0 12 Mar 2024
Is visual explanation with Grad-CAM more reliable for deeper neural networks? a case study with automatic pneumothorax diagnosis Zirui Qiu H. Rivaz Yiming Xiao FAtt 24 4 0 29 Aug 2023
Higher Chest X-ray Resolution Improves Classification Performance Alessandro Wollek Sardi Hyska B. Sabel Michael Ingrisch Tobias Lasser 21 0 0 09 Jun 2023
WindowNet: Learnable Windows for Chest X-ray Classification Alessandro Wollek Sardi Hyska B. Sabel Michael Ingrisch Tobias Lasser 19 2 0 09 Jun 2023
Automated Labeling of German Chest X-Ray Radiology Reports using Deep Learning Alessandro Wollek Philip Haitzer Thomas Sedlmeyr Sardi Hyska J. Rueckel B. Sabel Michael Ingrisch Tobias Lasser 20 0 0 09 Jun 2023
German CheXpert Chest X-ray Radiology Report Labeler Alessandro Wollek Sardi Hyska Thomas Sedlmeyr Philip Haitzer J. Rueckel B. Sabel Michael Ingrisch Tobias Lasser 21 4 0 05 Jun 2023
A knee cannot have lung disease: out-of-distribution detection with in-distribution voting using the medical example of chest X-ray classification Alessandro Wollek Theresa Willem Michael Ingrisch B. Sabel Tobias Lasser OOD 17 3 0 01 Aug 2022
Fine-Grained Neural Network Explanation by Identifying Input Features with Predictive Information Yang Zhang Ashkan Khakzar Yawei Li Azade Farshad Seong Tae Kim Nassir Navab FAtt XAI 57 27 0 04 Oct 2021
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 257 3,684 0 28 Feb 2017
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 309 36,371 0 25 Aug 2016