Concepedia

Visual Explanations

Visual Explanations is a methodological framework within explainable machine learning and explainable recommendation that employs visual representations to make model decisions interpretable by explicitly highlighting salient input features or decision rationales through graphical or imagery-based outputs.

568

Publications

73.8K

Citations

1.6K

Authors

531

Institutions

Publications per year

2017–2026

460

Parents

Publications

568

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

Ramprasaath R. Selvaraju, Michael Cogswell, Abhishek Das et al. · 2017 · 21.6K citations

, , +16

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

International Journal of Computer Vision · 2019 · 5.6K citations · Full text

, , +16

On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation

Sebastian Bach, Alexander Binder, Grégoire Montavon et al. · PLoS ONE · 2015 · 4.6K citations · Full text

, , +14

Grad-CAM++: Generalized Gradient-Based Visual Explanations for Deep Convolutional Networks

Aditya Chattopadhay, Anirban Sarkar, Prantik Howlader et al. · 2018 · 3.1K citations · Full text

, , +15

Aligning Books and Movies: Towards Story-Like Visual Explanations by Watching Movies and Reading Books

Yukun Zhu, Ryan Kiros, Rich Zemel et al. · 2015 · 2.1K citations · Full text

, , +16

1–5 of 568

Authors

1.6K

  1. KM
    Klaus‐Robert Müller

    Technische Universität Berlin, Germany

    9 publications · 6.1K citations

    10

    h-index

  2. WS
    Wojciech Samek

    Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute, Germany

    10 publications · 6K citations

    10

    h-index

  3. EB
    Enrico Bertini

    New York University, United States

    7 publications · 323 citations

    7

    h-index

  4. ZW
    Ziyan Wu

    Rensselaer Polytechnic Institute, United States

    7 publications · 1.1K citations

    7

    h-index

  5. ER
    Edward R. Tufte

    Princeton University, United States

    6 publications · 1.4K citations

    7

    h-index

1–5 of 1.6K

Institutions

531

  1. Georgia Institute of Technology

    Atlanta, United States

    12 h-index

    49 publications

    166.4K citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    12 h-index

    31 publications

    5.2K citations

  3. Technische Universität Berlin

    Berlin, Germany

    11 h-index

    24 publications

    23.9K citations

  4. Korea University

    Seoul, South Korea

    10 h-index

    18 publications

    5.3K citations

  5. University of California, Berkeley

    Berkeley, United States

    9 h-index

    28 publications

    2K citations

  6. Tsinghua University

    Beijing, China

    8 h-index

    16 publications

    1.2K citations

  7. Stanford University

    Stanford, United States

    8 h-index

    11 publications

    979 citations

  8. Max Planck Institute for Informatics

    Saarbrücken, Germany

    8 h-index

    13 publications

    738 citations

1–8 of 531

Venues

  1. arXiv (Cornell University)

    Repository · 96 publications · 6.6K citations

    38

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 13 publications · 445 citations

    13

    h-index

  3. IEEE Access

    10 publications · 348 citations

    11

    h-index

  4. IEEE Transactions on Visualization and Computer Graphics

    TVCG · 7 publications · 949 citations

    8

    h-index

  5. 6

    h-index

1–5