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Besim Avci

2 accepted papers

2021

Detecting Errors and Estimating Accuracy on Unlabeled Data with Self-training Ensembles

NeurIPS 2021poster

When a deep learning model is deployed in the wild, it can encounter test data drawn from distributions different from the training data distribution and suffer drop in performance. For safe deployment, it is essential to estimate the accuracy of the pre-trained model on the test data. However, the…

2021

Guided Integrated Gradients: An Adaptive Path Method for Removing Noise

CVPR 2021poster

Integrated Gradients (IG) is a commonly used feature attribution method for deep neural networks. While IG has many desirable properties, the method often produces spurious/noisy pixel attributions in regions that are not related to the predicted class when applied to visual models. While this has b…

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