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Abstract: Visual explanations are logical arguments based on visual features that justify the predictions made by neural networks.
Aug 1, 2020 · Abstract:Visual explanations are logical arguments based on visual features that justify the predictions made by neural networks.
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In this work, we formalize the structure of contrastive visual explanations for neural networks. We define contrast based on neural networks and propose a ...
This paper formalizes the structure of contrastive visual explanations for neural networks and proposes a methodology to extract defined contrasts and uses ...
In this paper, we formalize the structure of contrastive visual explanations for neural networks. We define contrast based on neu- ral networks and propose a ...
Shallow-water bird with flattened beak and football shaped body. They are pale pink birds with pink shoulders and rump. They have a.
[PDF] Towards Contrastive Explanations with Pertinent Negatives
proceedings.neurips.cc › paper › 7...
We thus propose an explanation method called contrastive explanations method (CEM) for neural networks that highlights not only the pertinent positives but also ...
A method, system, and computer program product, including highlighting a minimally sufficient component in an input to justify a classification, ...
Sep 9, 2024 · Visual explanations are logical arguments based on visual features that justify the predictions made by neural networks.
24 hours ago · ... neural networks. This paper proposes novel algorithms to compute the so-called contrastive explanations for ML models with a large number of ...