Image Similarity Search

Description from the archive archive 2025-07-28; Papers-with-Code links inside it are rewritten to this site.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

14 shown of 14 papers with code (18 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Billion-scale similarity search with GPUs
  28 Feb 2017 14 repositories listed Syntology ran 8 of 35 samples · 27 unverified · 27 pointer-only (licence)
  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
  26 Apr 2018 8 repositories listed
  Similarity search approaches based on graph walks have recently attained outstanding speed-accuracy trade-offs, taking aside the memory requirements.
• LRVS-Fashion: Extending Visual Search with Referring Instructions
  5 Jun 2023 2 repositories listed
  This paper introduces a new challenge for image similarity search in the context of fashion, addressing the inherent ambiguity in this domain stemming from complex images.
• Where Are the Facts? Searching for Fact-checked Information to Alleviate the Spread of Fake News
  7 Oct 2020 2 repositories listed Syntology ran 0 of 5 samples · 5 unverified
  The search can directly warn fake news posters and online users (e.
• BoQ: A Place is Worth a Bag of Learnable Queries
  12 May 2024 1 repository listed Syntology ran 2 of 2 samples · 0 unverified
  In visual place recognition, accurately identifying and matching images of locations under varying environmental conditions and viewpoints remains a significant challenge.
• Learnable Prompt for Few-Shot Semantic Segmentation in Remote Sensing Domain
  16 Apr 2024 1 repository listed
  Few-shot segmentation is a task to segment objects or regions of novel classes within an image given only a few annotated examples.
• Deep Hashing via Householder Quantization
  7 Nov 2023 1 repository listed
  Hashing is at the heart of large-scale image similarity search, and recent methods have been substantially improved through deep learning techniques.
• CorrEmbed: Evaluating Pre-trained Model Image Similarity Efficacy with a Novel Metric
  30 Aug 2023 1 repository listed
  In this paper, we evaluate the viability of the image embeddings from numerous pre-trained computer vision models using a novel approach named CorrEmbed.
• ElasticHash: Semantic Image Similarity Search by Deep Hashing with Elasticsearch
  8 May 2023 1 repository listed
  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).
• Global Proxy-based Hard Mining for Visual Place Recognition
  28 Feb 2023 1 repository listed
  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.
• Intra-class Adaptive Augmentation with Neighbor Correction for Deep Metric Learning
  29 Nov 2022 1 repository listed
  They have overlooked the wide characteristic changes of different classes and can not model abundant intra-class variations for generations.
• Learning an Adaptation Function to Assess Image Visual Similarities
  3 Jun 2022 1 repository listed
  As a consequence, such features are powerful to compare semantically related images but not really efficient to compare images visually similar but semantically unrelated.
• E-LPIPS: Robust Perceptual Image Similarity via Random Transformation Ensembles
  10 Jun 2019 1 repository listed Syntology ran 0 of 13 samples · 13 unverified
  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
  4 May 2019 1 repository listed
  We present a model to measure the similarity in appearance between different materials, which correlates with human similarity judgments.

Syntology lines on 4 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.