Image Similarity Search

12 papers with code • 0 benchmarks • 1 datasets


Use these libraries to find Image Similarity Search models and implementations
2 papers


Most implemented papers

Billion-scale similarity search with GPUs

facebookresearch/faiss 28 Feb 2017

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.

Link and code: Fast indexing with graphs and compact regression codes

facebookresearch/faiss CVPR 2018

Similarity search approaches based on graph walks have recently attained outstanding speed-accuracy trade-offs, taking aside the memory requirements.

Where Are the Facts? Searching for Fact-checked Information to Alleviate the Spread of Fake News

nguyenvo09/EMNLP2020 EMNLP 2020

The search can directly warn fake news posters and online users (e. g. the posters' followers) about misinformation, discourage them from spreading fake news, and scale up verified content on social media.

A Similarity Measure for Material Appearance

mlagunas/material-appearance-similarity 4 May 2019

We present a model to measure the similarity in appearance between different materials, which correlates with human similarity judgments.

E-LPIPS: Robust Perceptual Image Similarity via Random Transformation Ensembles

mkettune/elpips 10 Jun 2019

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.

Learning an Adaptation Function to Assess Image Visual Similarities

VieVie31/visual-similarity 3 Jun 2022

As a consequence, such features are powerful to compare semantically related images but not really efficient to compare images visually similar but semantically unrelated.

Intra-class Adaptive Augmentation with Neighbor Correction for Deep Metric Learning

darkpromise98/iaa 29 Nov 2022

They have overlooked the wide characteristic changes of different classes and can not model abundant intra-class variations for generations.

Global Proxy-based Hard Mining for Visual Place Recognition

amaralibey/gpm 28 Feb 2023

These proxy representations are thus used to construct a global index that encompasses the similarities between all places in the dataset, allowing for highly informative mini-batch sampling at each training iteration.

ElasticHash: Semantic Image Similarity Search by Deep Hashing with Elasticsearch

umr-ds/elastichash 8 May 2023

It is based on a deep hashing model to learn hash codes for fine-grained image similarity search in natural images and a two-stage method for efficiently searching binary hash codes using Elasticsearch (ES).

Weakly-Supervised Conditional Embedding for Referred Visual Search

simon-lepage/condvit-lrvsf 5 Jun 2023

This paper presents a new approach to image similarity search in the context of fashion, a domain with inherent ambiguity due to the multiple ways in which images can be considered similar.