Grad-CAM

Some Visualization Methods for CNNs

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Some Visualization Methods for CNNs

Click on 'Xiaobai Learns Vision' above, select 'Star' or 'Top' to receive important content first. Author | yishun@Zhihu Source丨https://zhuanlan.zhihu.com/p/53683453 Editor | Jishi Platform Introduction Visual analysis of neural networks is significant for both learning and practical applications. Based on this, this article introduces three visualization methods for CNNs: visualizing intermediate feature maps, visualizing convolutional kernels, … Read more

Visual Explanation History of Image Recognition

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Visual Explanation History of Image Recognition

Reported by Xinzhi Yuan Editor: QJP [Xinzhi Yuan Guide] One of the biggest challenges in using machine learning (ML) algorithms (especially modern deep learning) for image recognition is the difficulty in understanding why a particular input image produces the predicted result. We have integrated visual interfaces for the state-of-the-art image interpretation techniques over the past … Read more