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<!-- Copyright by Vitali Fedulov ([email protected]) -->
<!DOCTYPE html>
<html lang="en">
<head>
<title>Image similarity papers and code</title>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<link rel="icon" type="image/png" href="images/favicon.png">
<link rel="stylesheet" type="text/css" href="css/index.css">
<link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto">
</head>
<body>
<!-- Header -->
<div class="header">
<a href = "index.html" class="logo"><h1>Similar Pictures Search</h1></a>
<h4 class="logo-statement">Find near duplicates on your computer</h4>
</div>
<div class="nav">
<!-- Set manually class "active" for corresponding nav-tab. -->
<div class="nav-tab"><a href="index.html">Home</a></div>
<div class="nav-tab"><a href="duplicate-image-search-example.html">Screenshot</a></div>
<div class="nav-tab active"><a href="research.html">Research</a></div>
<div class="nav-tab"><a href="tools.html">Tools</a></div>
<div class="nav-tab"><a href="about.html">About</a></div>
<div class="line"></div> <!-- Gray line placeholder. Should stay here. -->
</div>
<!-- Blog organization:
1. Home page navigation links to the latest blog-[date].html file. The pages must never
change file name/address, so if linked by other sites they stay constant.
2. Each blog page will later have a list of all articles linked by html injection,
e.g. secondary navigation menu. Place in upper part of the blog as TOC.
-->
<!-- Contents -->
<h4 class="research">Algorithms of this site</h4>
<p><a target=”_blank” class="papers" href="algorithm-for-perceptual-image-comparison.html">Near Duplicates Search</a></p>
<p><a target=”_blank” class="papers" href="algorithm-for-hashing-high-dimensional-float-vectors.html">Hashing N-dimensional Float Vectors</a></p>
<h4 class="research">Understanding image similarity</h4>
<p><a target=”_blank” class="papers" href="https://ai.facebook.com/blog/the-image-similarity-challenge-and-data-set-for-detecting-image-manipulation/?_fb_noscript=1">Facebook Image Similarity Challenge</a> and its <a target=”_blank” class="papers" href="https://pythonrepo.com/repo/drivendataorg-image-similarity-challenge">winners</a> (2021).</p>
<p><a target=”_blank” class="papers" href="https://code.flickr.net/2017/03/07/introducing-similarity-search-at-flickr/">Similarity Search at Flickr</a></p>
<p><a target=”_blank” class="papers" href="https://arxiv.org/pdf/1801.03924.pdf">Deep Features as a Perceptual Metric [PDF]</a></p>
<p><a target=”_blank” class="papers" href="https://github.com/UKPLab/sentence-transformers/blob/master/examples/applications/image-search/Image_Duplicates.ipynb">Sentence Transformers to Find (Near)-Duplicates (Github)</a></p>
<p><a target=”_blank” class="papers" href="https://www.mdpi.com/2076-3417/11/13/5863/pdf">Multi-View Image Comparison [PDF]</a></p>
<p><a target=”_blank” class="papers" href="https://www.hindawi.com/journals/mpe/2018/1917421/">Image Similarity Algorithm Based on Sparse Coding</a></p>
<h4 class="research">Human perception</h4>
<p><a target=”_blank” class="papers" href="https://uxcam.com/blog/gestalt-principles/">Gestalt Principles Overview</a></p>
<p><a target=”_blank” class="papers" href="https://en.wikipedia.org/wiki/Gestalt_psychology">Gestalt Theory</a></p>
<p><a target=”_blank” class="papers" href="https://www.verywellmind.com/gestalt-laws-of-perceptual-organization-2795835">Gestalt Perceptual Hierarchies</a></p>
<h4 class="research">SSIM and metrics</h4>
<p><a target=”_blank” class="papers" href="https://arxiv.org/abs/2006.13846">Understanding SSIM (NVIDIA 2020)</a></p>
<p><a target=”_blank” class="papers" href="https://www.cns.nyu.edu/pub/eero/wang03-reprint.pdf">From Error Visibility to
Structural Similarity [PDF]</a></p>
<p><a target=”_blank” class="papers" href="https://research.nvidia.com/publication/2020-07_FLIP">Better than SSIM (NVIDIA)</a></p>
<p><a target=”_blank” class="papers" href="https://amroamroamro.github.io/mexopencv/opencv/image_similarity_demo.html" >Code for PSNR and SSIM</a></p>
<p><a target=”_blank” class="papers" href="https://www.tensorflow.org/api_docs/python/tf/image/ssim">SSIM in Tensorflow</a></p>
<p><a target=”_blank” class="papers" href="https://github.com/obartra/ssim">SSIM in JavaScript</a></p>
<p><a target=”_blank” class="papers" href="https://up42.com/blog/tech/image-similarity-measures">Image Similarity Metrics</a></p>
<p><a target=”_blank” class="papers" href="https://github.com/photosynthesis-team/piq">PyTorch Image Quality Metrics (Github)</a></p>
<h4 class="research">Embeddings</h4>
<p><a target=”_blank” class="papers" href="https://www.oreilly.com/library/view/practical-deep-learning/9781492034858/ch04.html">Building a Reverse Image Search Engine (Oreilly e-book)</a></p>
<p><a target=”_blank” class="papers" href="https://arxiv.org/abs/2006.02231">Embeddings for Detecting Mobile Counterfeit Apps [PDF]</a></p>
<p><a target=”_blank” class="papers" href="https://developers.google.com/machine-learning/clustering/similarity/measuring-similarity">Similarity Metrics for Embeddings</a></p>
<p><a target=”_blank” class="papers" href="https://arxiv.org/pdf/1904.02239.pdf">Hyperbolic Image Embeddings [PDF]</a></p>
<h4 class="research">Image clustering</h4>
<p><a target=”_blank” class="papers" href="https://github.com/UKPLab/sentence-transformers/blob/master/examples/applications/image-search/Image_Clustering.ipynb">Sentence Transformers for Clustering (Github)</a></p>
<h4 class="research">Vector search</h4>
<p><a target=”_blank” class="papers" href="https://blog.milvus.io/vector-similarity-search-hides-in-plain-view-654f8152f8ab">Vector Similarity Search Overview</a></p>
<p><a target=”_blank” class="papers" href="https://cloud.google.com/blog/topics/developers-practitioners/find-anything-blazingly-fast-googles-vector-search-technology">Google's Vector Search</a></p>
<p><a target=”_blank” class="papers" href="https://docs.aws.amazon.com/elasticsearch-service/latest/developerguide/knn.html">k-Nearest Neighbor (k-NN) Search on Amazon AWS</a></p>
<p><a target=”_blank” class="papers" href="https://blog.milvus.io/how-to-choose-an-index-in-milvus-4f3d15259212#7a9a">Accelerating Similarity Search with Vector Indexing</a></p>
<h4 class="research">Hashing</h4>
<p><a target=”_blank” class="papers" href="https://towardsdatascience.com/detection-of-duplicate-images-using-image-hash-functions-4d9c53f04a75">Image Hash Functions to Find Duplicates</a></p>
<p><a target=”_blank” class="papers" href="https://arxiv.org/pdf/1408.2927.pdf">A Survey of Hashing Methods [PDF]</a></p>
<p><a target=”_blank” class="papers" href="http://web.mit.edu/andoni/www/papers/cSquared.pdf">Near-Optimal Hashing Algorithms for Approximate Nearest Neighbor in High Dimensions [PDF]</a></p>
<p><a target=”_blank” class="papers" href="https://www.reddit.com/r/MachineLearning/comments/p6hsoh/p_appleneuralhash2onnx_reverseengineered_apple/">Apple NeuralHash</a></p>
<p><a target=”_blank” class="papers" href="http://ceur-ws.org/Vol-2904/81.pdf">Comparison of Perceptual Hashes [PDF]</a></p>
<h4 class="research">Deep learning</h4>
<p><a target=”_blank” class="papers" href="https://www.diva-portal.org/smash/get/diva2:1442079/FULLTEXT01.pdf">CNNs and Triplet Loss for Product Search Well Explained [PDF]</a></p>
<p><a target=”_blank” class="papers" href="http://cs230.stanford.edu/projects_winter_2021/reports/70205079.pdf">Semantic-Aware Image Similarity Search [PDF]</a></p>
<p><a target=”_blank” class="papers" href="https://towardsdatascience.com/effortlessly-recommending-similar-images-b65aff6aabfb">Pretrained CNN Features For Similar Image Search</a></p>
<p><a target=”_blank” class="papers" href="https://blog.tensorflow.org/2021/09/introducing-tensorflow-similarity.html">TensorFlow Similarity (Python)</a></p>
<h4 class="research">Other</h4>
<p><a target=”_blank” class="papers" href="https://nvlabs.github.io/instant-ngp/">Multiresolution Hash Encoding (NVIDIA)</a></p>
<p><a target=”_blank” class="papers" href="https://github.com/microsoft/computervision-recipes">Microsoft Computer Vision Recipes (Github)</a></p>
<p><a target=”_blank” class="papers" href="https://bdtechtalks.com/2020/08/03/machine-learning-adversarial-image-scaling/amp/">Image-Scaling Attacks (Adversarial Machine Learning)</a></p>
<p><a target=”_blank” class="papers" href="https://arxiv.org/abs/2011.03384">Suppression of Correlated Noise with Similarity-Based Unsupervised Deep Learning</a></p>
<h4 class="research">Statistics</h4>
<p><a target=”_blank” class="papers" href="https://en.wikipedia.org/wiki/Perlin_noise">Perlin Noise</a></p>
<p><a target=”_blank” class="papers" href="https://en.wikipedia.org/wiki/S%C3%B8rensen%E2%80%93Dice_coefficient">Sørensen–Dice Coefficient</a></p>
<p><a target=”_blank” class="papers" href="https://www.youtube.com/watch?v=qtaqvPAeEJY">Variance and Covariance</a></p>
<p><a target=”_blank” class="papers" href="https://www.youtube.com/watch?v=xZ_z8KWkhXE">Correlation, p-value</a></p>
<p><a target=”_blank” class="papers" href="https://www.youtube.com/watch?v=2AQKmw14mHM">R-squared</a></p>
<p><a target=”_blank” class="papers" href="https://en.m.wikipedia.org/wiki/Median_absolute_deviation">Median Absolute Deviation</a></p>
<div class = "footer">Copyright © 2022 Vitali Fedulov. All rights reserved.</div>
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