List of CBIR engines explained

This is a list of publicly available content-based image retrieval (CBIR) engines. These image search engines look at the content (pixels) of images in order to return results that match a particular query.

Commercial CBIR search engines

NameDescriptionExternal Image QueryMetadata QueryIndex Size (Estimate, Millions of Images)Organization TypeLicense (Open/Closed)
PixolutionCBIR search engine, by pixolutionNoNo32M Private CompanyClosed
PicalikeCBIR engine for Mobile and eCommerceNoNo (additional filters can be added)Private CompanyClosed
Elastic VisionSmart image searcher with content-based clustering in a visual network.NoNoPrivate CompanyClosed
Google Image SearchGoogle's CBIR system with reverse image searchYesYesPublic CompanyGoogle Custom Search API access
Yandex Image SearchYandex CBIR systemYesYes10000MPublic CompanyClosed
Baidu Image SearchBaidu's CBIR systemYesYes1000MPublic CompanyClosed
ID My PillAutomatic prescription pill identification (CBIR)YesNoPrivate CompanyOpen (via API)
Imense Image Search PortalCBIR search engine, by Imense.NoYes3MPrivate CompanyClosed
Imprezzeo Image SearchCBIR search engine, by Imprezzeo.NoYesPrivate CompanyClosed
Incogna Image SearchCBIR search engine, by Incogna Inc.NoYes100MPrivate CompanyClosed
MiPai similarity search engineOnline similarity search engineYesYes100MIndividualClosed
PiximilarDemo engine, developed by Idee Inc.NoNo3MPrivate CompanyClosed
EmporaProduct comparison & shopping using CBIR for product images. Previously known as PixstaNoYes0.5MPrivate CompanyClosed
ShopachuShopping & fashion CBIR engine, by Incogna Inc.NoYes1MPrivate CompanyClosed
TinEyeCBIR site for finding variations of web images, by Idee Inc.YesNo24200MPrivate CompanyOpen (via API)
PicScoutCBIR service tracks image usage across the web.YesYes270MPrivate Company (Getty Images)Open (via API)
GalaxyCBIR engine for finding product/catalogue/video frames, by Odd Concepts Inc.YesYes35MPrivate CompanyClosed
eBay Image SearchImage Search for eBay FashionNoYes20MPublic CompanyClosed
LykDatLykDat Fashion Search EngineYesNo13MPrivate CompanyClosed
IMMENSELABCBIR search engine by KBKGROUP.YesNo10MPrivate CompanyClosed
Macroglossa Visual SearchCBIR visual search engine YesNoPrivate CompanyClosed
NoClonePC image search engine and classification based on contentYes (a set)NoPrivate CompanyClosed
QuerbieGeneral purpose CBIR visual search engine YesYes20MPrivate CompanyClosed
Infringement.ReportCBIR visual search engine YesYesPrivate CompanyOpen (via API)

CBIR research projects/demos/open source projects

NameDescriptionExternal Image QueryMetadata QueryIndex Size (Estimate, Millions of Images)Organization TypeLicense (Open/Closed)
akiwiakiwi is a semi-automatic image keywording tool using CBIR techniques. It was developed by HTW Berlin / pixolution GmbH YesYes15MUniversityClosed
ALIPRDeveloped by Penn State University researchersYesYesUniversityClosed
AnaktisiThis Web-Solution implements a new family of CBIR descriptors. These descriptors combine in one histogram color and texture information and are suitable for accurately retrieving images.YesNo0.225MUniversityOpen
BRISCBRISC is a recursive acronym for BRISC Really IS Cool, and is (conveniently enough) also an anagram of Content-Based Image Retrieval System. YesNoUniversityGPL
digiKamExtensive photo management application build on top of KDE libraries. It provides, besides many other features, reverse searches for images in the local collection, detection of duplicates and a fuzzy search by drawings.YesYesDesktop-basedKDEGPL
Caliph & EmirCreation and Retrieval of images based on MPEG-7.YesNoDesktop-basedUniversityGPL
FIREOpen source query by visual example CBIR system. Developed at RWTH Aachen University. FIRE is a research system developed with extensibility in mind and can easily be combined with textual information retrieval systems.NoNoUniversityOpen
GNU Image Finding ToolQuery by example image search system.YesNoDesktop-basedGNUGPL
ISSBPSimilar Image Search by Imense plugin for Adobe Bridge, free beta. YesYesfree-beta limited to 4k imagesPrivate CompanyClosed
img(Rummager)Image retrieval Engine (Freeware Application).YesNoDesktop-basedIndividualClosed
imgSeekphoto collection manager and viewer with content-based search and many other features.YesNoIndividualGPL
IKONAGeneric CBIR system - INRIA - IMEDIAYesYesUniversityClosed
IOSBImage retrieval demonstration software of Fraunhofer IOSB (Germany)YesNoDesktop-basedResearch InstituteClosed
LIREJava GPL library for content based image retrieval based on Lucene including multiple low level global and local features and different indexing strategies including bag of visual words and hashing.YesYesUniversityGPL
LucignoloImage similarity search engine using only the native full-text search engine Lucene.YesYes106MResearch Institute Closed
LuigiLarge Histopathological Image Retrieval System developed at University of TokyoYesNo0.3MUniversityClosed
MIFileImage similarity search engine based on MI File (Metric Inverted File) developed at ISTI-CNR. Source code of the MI File.NoNo100MResearch Institute Open
MUVISCBIR System at TUT- Tampere University of Technology.YesNoDesktop-basedUniversityClosed
PastecC++ LGPL index and search engine for near-duplicate image retrieval that uses bag of visual words with ORB features.YesYesPrivate companyLGPL
PIBEAn adaptive image browsing system that provides users with an intuitive, easy-to-use, structured view of an image collection and complements it with ideas from the field of adaptable content-based similarity search. A hierarchical view of images (the Browsing Tree) that can be customized according to user preferences is provided.YesNoUniversityClosed
PicsLikeThatImage search using visual similarity search and sorting combined with a recommender system. (Cooperation of pixolution GmbH, fotolia and HTW Berlin) NoNo12MUniversityClosed
PIRIACBIR tool developed at CEA-LIST, LVIC (Vision and Content Engineering Laboratory).YesYes1000 MUniversityClosed
PixcavatorSimilar image search based on topological image analysisYesNoDesktop-basedPrivate companyClosed
QuickLookVisual information retrieval system with relevance feedbackNoYesUniversityClosed
RETINInteractive images retrieval system - CNRS - ETIS Lab., MIDI TeamNoNoUniversityClosed
RetrievrSearch and explore in a selection of Flickr images by drawing a rough sketch or uploading an image.NoNoUniversityClosed
SHIATSUA novel system for automatic video tagging which is based on shot boundaries detection and hierarchical annotation processes. The tagging phase assigns semantic concepts to both shot sequences and whole videos, by exploiting visual features extracted from key frames.YesYesUniversityClosed
SIMBAdemo of system by the Albert-Ludwigs-Universitet Freiburg (Germany) Inst. for Pattern Recognition and Image ProcessingYesNo0.002MUniversityClosed
TagPropThe demonstration of image annotation tool TagProp in ICCV2009 for image set: Corel 5k ESP Game IAPR TC-12 and MIR Flickr.NoYesInstitute Closed
VIRaLVisual Image Retrieval and Localization: A visual search engine that, given a query image, retrieves photos depicting the same object or scene under varying viewpoint or lighting conditions. Using Flickr photos of urban scenes, it automatically estimates where a picture is taken, suggests tags, identifies known landmarks or points of interest, and links to relevant Wikipedia articles. It currently supports 39 cities around the world.YesYes2.221MUniversityClosed
WindsurfA general framework for efficiently processing content-based image queries with particular emphasis to the region-based paradigm; it provides an environment where different alternatives of the paradigm can be implemented, allowing such implementations to be compared on a fair basis, from the points of view of both effectiveness and efficiency.YesNoUniversityOpen but not free