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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 35 / No. 13: AAAI-21 Technical Tracks 13

Visualization of Supervised and Self-Supervised Neural Networks via Attribution Guided Factorization

February 1, 2023

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Authors

Shir Gur

Tel Aviv University, Israel


Ameen Ali

Tel Aviv University, Israel


Lior Wolf

Tel Aviv University, Israel


DOI:

10.1609/aaai.v35i13.17374


Abstract:

Neural network visualization techniques mark image locations by their relevancy to the network's classification. Existing methods are effective in highlighting the regions that affect the resulting classification the most. However, as we show, these methods are limited in their ability to identify the support for alternative classifications, an effect we name the saliency bias hypothesis. In this work, we integrate two lines of research: gradient-based methods and attribution-based methods, and develop an algorithm that provides per-class explainability. The algorithm back-projects the per pixel local influence, in a manner that is guided by the local attributions, while correcting for salient features that would otherwise bias the explanation. In an extensive battery of experiments, we demonstrate the ability of our methods to class-specific visualization, and not just the predicted label. Remarkably, the method obtains state of the art results in benchmarks that are commonly applied to gradient-based methods as well as in those that are employed mostly for evaluating attribution methods. Using a new unsupervised procedure, our method is also successful in demonstrating that self-supervised methods learn semantic information. Our code is available at: https://github.com/shirgur/AGFVisualization.

Topics: AAAI

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HOW TO CITE:

Shir Gur||Ameen Ali||Lior Wolf Visualization of Supervised and Self-Supervised Neural Networks via Attribution Guided Factorization Proceedings of the AAAI Conference on Artificial Intelligence (2021) 11545-11554.

Shir Gur||Ameen Ali||Lior Wolf Visualization of Supervised and Self-Supervised Neural Networks via Attribution Guided Factorization AAAI 2021, 11545-11554.

Shir Gur||Ameen Ali||Lior Wolf (2021). Visualization of Supervised and Self-Supervised Neural Networks via Attribution Guided Factorization. Proceedings of the AAAI Conference on Artificial Intelligence, 11545-11554.

Shir Gur||Ameen Ali||Lior Wolf. Visualization of Supervised and Self-Supervised Neural Networks via Attribution Guided Factorization. Proceedings of the AAAI Conference on Artificial Intelligence 2021 p.11545-11554.

Shir Gur||Ameen Ali||Lior Wolf. 2021. Visualization of Supervised and Self-Supervised Neural Networks via Attribution Guided Factorization. "Proceedings of the AAAI Conference on Artificial Intelligence". 11545-11554.

Shir Gur||Ameen Ali||Lior Wolf. (2021) "Visualization of Supervised and Self-Supervised Neural Networks via Attribution Guided Factorization", Proceedings of the AAAI Conference on Artificial Intelligence, p.11545-11554

Shir Gur||Ameen Ali||Lior Wolf, "Visualization of Supervised and Self-Supervised Neural Networks via Attribution Guided Factorization", AAAI, p.11545-11554, 2021.

Shir Gur||Ameen Ali||Lior Wolf. "Visualization of Supervised and Self-Supervised Neural Networks via Attribution Guided Factorization". Proceedings of the AAAI Conference on Artificial Intelligence, 2021, p.11545-11554.

Shir Gur||Ameen Ali||Lior Wolf. "Visualization of Supervised and Self-Supervised Neural Networks via Attribution Guided Factorization". Proceedings of the AAAI Conference on Artificial Intelligence, (2021): 11545-11554.

Shir Gur||Ameen Ali||Lior Wolf. Visualization of Supervised and Self-Supervised Neural Networks via Attribution Guided Factorization. AAAI[Internet]. 2021[cited 2023]; 11545-11554.


ISSN: 2374-3468


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Copyright 2022, Association for the Advancement of
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