Posted 4/9/2024, 10:26:36 PM
How Deep Learning Networks Learn to Recognize Images
- Researchers uncovered how machine learning successfully classifies images by recognizing and refining image clusters through layers
- Each filter in a deep learning architecture recognizes a small cluster of similar images
- As layers progress, the recognition of image clusters is sharpened
- Quantitatively measuring single filter performance reveals the mechanism behind successful machine learning
- Understanding the machine learning mechanism can lead to improvements like lower latency and complexity