Content-Based Image Retrieval

Content-Based Image Retrieval is a well studied problem in computer vision, with retrieval problems generally divided into two groups: category-level retrieval and instance-level retrieval. Given a query image of the Sydney Harbour bridge, for instance, category-level retrieval aims to find any bridge in a given dataset of images, whilst instance-level retrieval must find the Sydney Harbour bridge to be considered a match.

Source: Camera Obscurer: Generative Art for Design Inspiration

Papers

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Showing 176–195 of 195 papers

Title	Date	Tasks	Status
Content-based image retrieval tutorial	Aug 12, 2016	Content-Based Image RetrievalImage Retrieval	CodeCode Available
Information-Theoretic Active Learning for Content-Based Image Retrieval	Sep 7, 2018	Active LearningBinary Classification	CodeCode Available
Integrating Visual and Semantic Similarity Using Hierarchies for Image Retrieval	Aug 16, 2023	Content-Based Image RetrievalImage Retrieval	CodeCode Available
iQPP: A Benchmark for Image Query Performance Prediction	Feb 20, 2023	Content-Based Image RetrievalImage Retrieval	CodeCode Available
Semantic Hierarchy Preserving Deep Hashing for Large-scale Image Retrieval	Jan 31, 2019	Content-Based Image RetrievalDeep Hashing	CodeCode Available
Socializing the Semantic Gap: A Comparative Survey on Image Tag Assignment, Refinement and Retrieval	Mar 28, 2015	Content-Based Image RetrievalImage Retrieval	CodeCode Available
NORPPA: NOvel Ringed seal re-identification by Pelage Pattern Aggregation	Jun 6, 2022	Content-Based Image RetrievalDecoder	CodeCode Available
OBD-Finder: Explainable Coarse-to-Fine Text-Centric Oracle Bone Duplicates Discovery	May 4, 2025	Content-Based Image RetrievalImage Retrieval	CodeCode Available
City-Scale Visual Place Recognition with Deep Local Features Based on Multi-Scale Ordered VLAD Pooling	Sep 19, 2020	Content-Based Image RetrievalImage Retrieval	CodeCode Available
Gray Level Co-Occurrence Matrices: Generalisation and Some New Features	May 22, 2012	Content-Based Image RetrievalImage Retrieval	CodeCode Available
Hash Function Learning via Codewords	Aug 13, 2015	Content-Based Image RetrievalImage Retrieval	CodeCode Available
SIFT Meets CNN: A Decade Survey of Instance Retrieval	Aug 5, 2016	Content-Based Image RetrievalImage Retrieval	CodeCode Available
iART: A Search Engine for Art-Historical Images to Support Research in the Humanities	Aug 3, 2021	ClusteringContent-Based Image Retrieval	CodeCode Available
Classification is a Strong Baseline for Deep Metric Learning	Nov 30, 2018	BinarizationClassification	CodeCode Available
Dual-Path Convolutional Image-Text Embeddings with Instance Loss	Nov 15, 2017	Content-Based Image RetrievalCross-Modal Retrieval	CodeCode Available
Who's Afraid of Adversarial Queries? The Impact of Image Modifications on Content-based Image Retrieval	Jan 29, 2019	BlockingContent-Based Image Retrieval	CodeCode Available
Automatic Query Image Disambiguation for Content-Based Image Retrieval	Nov 2, 2017	Content-Based Image RetrievalImage Retrieval	CodeCode Available
Saliency Map-based Image Retrieval using Invariant Krawtchouk Moments	Nov 13, 2024	Content-Based Image RetrievalImage Retrieval	CodeCode Available
Enhancing Flood Impact Analysis using Interactive Retrieval of Social Media Images	Aug 9, 2019	Content-Based Image RetrievalImage Retrieval	CodeCode Available
Privacy Leakage of SIFT Features via Deep Generative Model based Image Reconstruction	Sep 2, 2020	Content-Based Image RetrievalImage Reconstruction	CodeCode Available

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	LHRR	MAP	90.94	—	Unverified