Binary image feature extraction
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I want to perform feature based image registration on two binary images.
What feature extraction algorithm should i use, to extract sufficient features from the binary images.
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Gautam
2025-1-8
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Hello Nisha,
The common feature extraction methods used for binary images are:
- SIFT: Although traditionally used for grayscale images, it can be applied to binary images after some preprocessing. Use the MATLAB function “detectSIFTFeatures” to implement this.
- ORB: It can be particularly effective for binary images. USE the function “detectORBFeatures” to implement this.
- BRISK: Another good algorithm that’s good for binary images. Use “detectBRISKFeatures” for its implementation.
Here are the links to the functions for more information on them
- detectSIFTFeatures: https://www.mathworks.com/help/vision/ref/detectsiftfeatures.html
- detectORBFeatures: https://www.mathworks.com/help/vision/ref/detectorbfeatures.html
- detectBRISKFeatures: https://www.mathworks.com/help/vision/ref/detectbriskfeatures.html
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