Image Similarity Search
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Greatest papers with code
Link and code: Fast indexing with graphs and compact regression codes
Similarity search approaches based on graph walks have recently attained outstanding speed-accuracy trade-offs, taking aside the memory requirements.
Billion-scale similarity search with GPUs
Similarity search finds application in specialized database systems handling complex data such as images or videos, which are typically represented by high-dimensional features and require specific indexing structures.
E-LPIPS: Robust Perceptual Image Similarity via Random Transformation Ensembles
• mkettune/elpips
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It has been recently shown that the hidden variables of convolutional neural networks make for an efficient perceptual similarity metric that accurately predicts human judgment on relative image similarity assessment.
A Similarity Measure for Material Appearance
• mlagunas/material-appearance-similarity
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We present a model to measure the similarity in appearance between different materials, which correlates with human similarity judgments.