arXiv Open Access 2021

Explaining decision of model from its prediction

Dipesh Tamboli

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Abstrak

This document summarizes different visual explanations methods such as CAM, Grad-CAM, Localization using Multiple Instance Learning - Saliency-based methods, Saliency-driven Class-Impressions, Muting pixels in input image - Adversarial methods and Activation visualization, Convolution filter visualization - Feature-based methods. We have also shown the results produced by different methods and a comparison between CAM, GradCAM, and Guided Backpropagation.

Topik & Kata Kunci

cs.CV

Penulis (1)

Dipesh Tamboli

Format Sitasi

APA MLA BibTeX

Tamboli, D. (2021). Explaining decision of model from its prediction. https://arxiv.org/abs/2106.08366

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Informasi Jurnal

Tahun Terbit: 2021
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓