Suppose we would like to classify the images according to some predefined classes.
I'd like now to use massive amount of different image attributes/parameters such as entropy, color temperature, statistical moments, fractal dimension and so on and so on - scalars are preferred over vectors and vectors over matrices....
I do not mean features to be Bag of SIFTs or alike sense. The some feature selection prior to the classifier or classification tree.
So are there any surveys with wide sets of descriptors, the best would be of course ready to use matlab toolkit ;).
I already found some:
https://en.wikipedia.org/wiki/Visual_descriptors
http://dismac.dii.unipg.it/ctc/code.html
ImageJ may be quite useul too
http://imagej.net/Welcome
There are a lot of plugins you can load which might be useful. Since it's Java based and open, then writing your own plugin shouldn't be a problem either.
http://imagej.nih.gov/ij/plugins/index.html
See these papers, there you may find some information on image similarity metrics:
https://www.researchgate.net/publication/273444446_Classification_of_Pre-Filtered_Multichannel_Remote_Sensing_Images
https://www.researchgate.net/publication/261512181_Novel_Image_Quality_Metric_Based_on_Similarity
https://www.researchgate.net/publication/273444365_Entropy-Like_Measure_of_Background_Content_for_Image_Retrieval_and_Sorting_in_Large_Databases
https://www.researchgate.net/publication/238515616_Classification_of_DCT-based_filtered_multichannel_images
https://www.researchgate.net/publication/224214149_Statistical_evaluation_of_no-reference_image_visual_quality_metrics
https://www.researchgate.net/publication/252027736_Novel_Image_Quality_Metric_Based_on_Similarity
Article Classification of Pre-Filtered Multichannel Remote Sensing Images
Data Novel Image Quality Metric Based on Similarity
Article Entropy-Like Measure of Background Content for Image Retriev...
Article Classification of DCT-based filtered multichannel images
Conference Paper Statistical evaluation of no-reference image visual quality metrics
Article Novel Image Quality Metric Based on Similarity
Many functions for this subject in MATLAB 2015b (computer vision system toolbox)
http://www.mathworks.com/help/vision/index.html
You can use our CVIPtools software available here: http://cviptools.ece.siue.edu/
You may find the FEPC tool the most useful for batch processing. Note that we will have a Matlab Toolbox available soon.
- Badges
- Science topic
- Similar topics
- Engineering
- Electrical Engineering
- Signal Processing
- Image Processing