



How are feature maps generated in CNNs?
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what is feature map in cnn
- How does a filter (kernel) create a feature map?
- What is the connection between feature maps and activation functions?
- How can we use feature maps for transfer learning to adapt a CNN trained on one task to perform well on a different but related task?
- What is the impact of skip connections on the flow of gradients and the ability to learn identity mappings, as reflected in the feature maps?
- Can we use feature maps to detect adversarial attacks on CNNs?
- What are the applications of feature maps in other domains like time series analysis, graph analysis, or bioinformatics where CNN-like architectures are being explored?
- How do deformable convolutions adapt their receptive fields based on the input feature maps?
- What is the impact of batch size on the statistics and characteristics of feature maps during training?
- Can we use feature maps for unsupervised learning tasks like clustering or dimensionality reduction?
- What is the role of feature maps in novelty detection or out-of-distribution detection?
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