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README.md
README.md
 
 
ReverseImageSearchSIFT.py
ReverseImageSearchSIFT.py
 
 
canny_edge_test.py
canny_edge_test.py
 
 
demo_query_1.py
demo_query_1.py
 
 
des.sift.pickle
des.sift.pickle
 
 
des.surf.pickle
des.surf.pickle
 
 
des.test.pickle
des.test.pickle
 
 
getHistogram.py
getHistogram.py
 
 
query_sift_1000_es.py
query_sift_1000_es.py
 
 
query_sift_es.py
query_sift_es.py
 
 
query_surf_es.py
query_surf_es.py
 
 
sift_keypoints.jpg
sift_keypoints.jpg
 
 
sift_test.py
sift_test.py
 
 
sift_test0.py
sift_test0.py
 
 
sift_test1.py
sift_test1.py
 
 
sift_test_imageLib.py
sift_test_imageLib.py
 
 
sift_test_matching.py
sift_test_matching.py
 
 
sift_test_oli.py
sift_test_oli.py
 
 
stats.py
stats.py
 
 
stats_mp.py
stats_mp.py
 
 
surf_keypoints.jpg
surf_keypoints.jpg
 
 
surf_test.py
surf_test.py
 
 
test_distorted_images.py
test_distorted_images.py
 
 
test_minhash.py
test_minhash.py
 
 
test_sift_es.py
test_sift_es.py
 
 
test_sift_es25k.py
test_sift_es25k.py
 
 
test_suft_es25k_par.py
test_suft_es25k_par.py
 
 
test_surf_es.py
test_surf_es.py
 
 

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Python code I wrote to implement a Reverse Image Search / Content-Based Image Retrieval (CBIR)

Based on the feature descriptors generated by the scale-invariant feature transform and the bag-of-words model (BoW), it performs reverse image search.

Content-based image retrieval query is accomplished via ElasticSearch using ranking based on a k-means clustering algorithm.

See my preliminary demo of the BoW ranking at: https://vimeo.com/365998906/e94e02a8af

For further information regarding differential diagnosis based on in vivo imaging, please see: https://github.com/amatov/FluorescentFundusNeurodegeneration

About

Image retrieval can facilitate medical diagnosis by identifying categories of similar to a new patient presented for diagnosis phenotypes which have already been assigned a diagnosis

www.researchgate.net/publication/375238378_Differential_Diagnosis_of_Diseases_Associated_with_Protein_Aggregation_by_Machine_Learning_and_Analysis_of_Fundus_Fluorescence_in_Retinal_Images_2022_-_2023

Topics

data-mining locality-sensitive-hashing reverse-image-search elastic-search bag-of-visual-words k-means-clustering content-based-image-retrieval speeded-up-robust-features jaccard-similarity-estimation sift-descriptors surf-detection canny-edge-detector surf-feature-extraction surf-descriptor computer-vision-python sift-keypoints bag-of-bags-of-words image-retrieval-query min-wise-independent-permutations

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