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Holistically Explainable Vision Transformers

Holistically Explainable Vision Transformers

20 January 2023
Moritz D Boehle
Mario Fritz
Bernt Schiele
    ViT
ArXiv (abs)PDFHTML

Papers citing "Holistically Explainable Vision Transformers"

9 / 9 papers shown
Title
Detection Transformers Under the Knife: A Neuroscience-Inspired Approach to Ablations
Detection Transformers Under the Knife: A Neuroscience-Inspired Approach to Ablations
Nils Hütten
Florian Hölken
Hasan Tercan
Tobias Meisen
MedIm
104
0
0
29 Jul 2025
QPM: Discrete Optimization for Globally Interpretable Image Classification
QPM: Discrete Optimization for Globally Interpretable Image ClassificationInternational Conference on Learning Representations (ICLR), 2025
Thomas Norrenbrock
Timo Kaiser
Sovan Biswas
R. Manuvinakurike
Bodo Rosenhahn
323
2
0
27 Feb 2025
Benchmarking the Attribution Quality of Vision Models
Benchmarking the Attribution Quality of Vision Models
Robin Hesse
Simone Schaub-Meyer
Stefan Roth
FAtt
288
4
0
16 Jul 2024
T-TAME: Trainable Attention Mechanism for Explaining Convolutional Networks and Vision Transformers
T-TAME: Trainable Attention Mechanism for Explaining Convolutional Networks and Vision Transformers
Mariano V. Ntrougkas
Nikolaos Gkalelis
Vasileios Mezaris
ViTFAtt
184
8
0
07 Mar 2024
Explainability of Vision Transformers: A Comprehensive Review and New
  Perspectives
Explainability of Vision Transformers: A Comprehensive Review and New Perspectives
Rojina Kashefi
Leili Barekatain
Mohammad Sabokrou
Fatemeh Aghaeipoor
ViT
194
19
0
12 Nov 2023
Recent Advances in Generative AI for Healthcare Applications
Recent Advances in Generative AI for Healthcare Applications
Yasin Shokrollahi
Sahar Yarmohammadtoosky
Wenxi Liu
Pengfei Dong
Matthew M. Nikahd
Linxia Gu
Xianqi Li
L. Gu
MedImAI4CE
266
22
0
01 Oct 2023
Transformers in Healthcare: A Survey
Transformers in Healthcare: A Survey
Subhash Nerella
S. Bandyopadhyay
Jiaqing Zhang
Miguel Contreras
Scott Siegel
...
Jessica Sena
B. Shickel
A. Bihorac
Kia Khezeli
Parisa Rashidi
MedImAI4CE
194
63
0
30 Jun 2023
Artificial General Intelligence for Medical Imaging
Artificial General Intelligence for Medical ImagingIEEE Reviews in Biomedical Engineering (RBME), 2023
Xiang Li
Lu Zhang
Zihao Wu
Zheng Liu
Lin Zhao
...
Pingkuan Yan
Shijie Zhao
Wen Liu
Tianming Liu
Hongtu Zhu
LM&MAAI4CE
242
51
0
08 Jun 2023
"Why Should I Trust You?": Explaining the Predictions of Any Classifier
"Why Should I Trust You?": Explaining the Predictions of Any Classifier
Marco Tulio Ribeiro
Sameer Singh
Carlos Guestrin
FAttFaML
1.9K
19,183
0
16 Feb 2016
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