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List of CBIR engines
This is a list of publicly available Content-based image retrieval (CBIR) engines, these image search engines look at the content (pixels) of their images in order to return results that match a particular query.
Commercial CBIR search engines[edit]
Name | Description | External Image Query | Metadata Query | Index Size (Estimate, Millions of Images) | Organization Type | License (Open/Closed) |
---|---|---|---|---|---|---|
Picalike | CBIR engine for Mobile and eCommerce | No | No (additional filters can be added) | Private Company | Closed | |
Elastic Vision | Smart image searcher with content-based clustering in a visual network. | No | No | Private Company | Closed | |
Google Image Search | Google’s CBIR system, note: does not work on all images | Yes | Yes | Public Company | Closed | |
Yandex Image Search | Yandex CBIR system | Yes | Yes | 10000M | Public Company | Closed |
Baidu Image Search | Baidu’s CBIR system | Yes | Yes | 1000M | Public Company | Closed |
ID My Pill | Automatic prescription pill identification (CBIR) | Yes | No | Private Company | Open (via API) | |
Imense Image Search Portal | CBIR search engine, by Imense. | No | Yes | 3M | Private Company | Closed |
Imprezzeo Image Search | CBIR search engine, by Imprezzeo. | No | Yes | Private Company | Closed | |
Visual Image Search | CBIR search engine, by pixolution | Yes | No | 10M | Private Company | Closed |
Incogna Image Search | CBIR search engine, by Incogna Inc. | No | Yes | 100M | Private Company | Closed |
Like.com | Shopping & fashion based CBIR engine | No | Yes | 1M | Private Company | Closed |
Chic Engine | Visual fashion search engine (CBIR) | Yes | No | Private Company | Closed | |
MiPai similarity search engine | Online similarity search engine | Yes | Yes | 100M | Individual | Closed |
Piximilar | Demo engine, developed by Idee Inc. | No | No | 3M | Private Company1 | Closed |
Empora | Product comparison & shopping using CBIR for product images. Previously known as Pixsta | No | Yes | 0.5M | Private Company | Closed |
Shopachu | Shopping & fashion CBIR engine, by Incogna Inc. | No | Yes | 1M | Private Company | Closed |
TinEye | CBIR site for finding variations of web images, by Idee Inc. | Yes | No | 1800M | Private Company | Closed |
Tiltomo | CBIR system using Flickr photos | No | Yes | Private Company | Closed | |
eBay Image Search | Image Search for eBay Fashion | No | Yes | 20M | Public Company | Closed |
Visual Recognition Factory | Visual Recognition Factory | Yes | Yes | Private Company | Closed | |
IMMENSELAB | CBIR search engine byKBKGROUP. | Yes | No | 10M | Private Company | Closed |
Macroglossa Visual Search | CBIR visual search engine | Yes | No | Private Company | Closed | |
NoClone | PC image search engine and classification based on content | Yes (a set) | No | Private Company | Closed |
CBIR research projects/demos/open source projects[edit]
Name Description External Image Query Metadata Query Index Size (Estimate, Millions of Images) Organization Type License (Open/Closed) akiwi akiwi is a semi-automatic image keywording
tool using CBIR techniques. It was developed
by HTW Berlin / pixolution GmbH Yes Yes 15M University Closed ALIPR Developed by Penn State University researchers Yes Yes University Closed Anaktisi This 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. Yes No 0.225M University Open BRISC BRISC is a recursive acronym for BRISC
Really IS Cool, and is (conveniently enough)
also an anagram of Content-Based Image
Retrieval System. Yes No University GPL Caliph & Emir Creation and Retrieval of images based
on MPEG-7. Yes No Desktop-based University GPL FIRE Open 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. No No University Open GNU Image Finding Tool Query by example image search system. Yes No Desktop-based GNU GPL ISSBP Similar Image Search by Imense plugin
for Adobe Bridge, free beta. Yes Yes free-beta limited to 4k images Private Company Closed img(Rummager) Image retrieval Engine (Freeware Application). Yes No Desktop-based Individual Closed imgSeek photo collection manager and viewer with
content-based search and many other features. Yes No Individual GPL IKONA Generic CBIR system – INRIA – IMEDIA Yes Yes University Closed IOSB Image retrieval demonstration software of
Fraunhofer IOSB (Germany) Yes No Desktop-based Research Institute Closed LIRE Java 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. Yes Yes University GPL Lucignolo Image similarity search engine using only
the native full-text search engine Lucene. Yes Yes 106M Research Institute Closed MIFile Image similarity search engine based on
MI File (Metric Inverted File) developed
at ISTI-CNR. Source code of the MI File. No No 106M Research Institute Open MUVIS CBIR System at TUT- Tampere University of
Technology. Yes No Desktop-based University Closed PIRIA CBIR tool developed at CEA-LIST, LIVIC (Vision
and Content Engineering Laboratory). Yes Yes 130M University Closed PicsLikeThat Image search using visual similarity search
and sorting combined with a recommender
system. (Cooperation of pixolution, fotolia and
HTW Berlin) No No 12M University Closed Pixcavator Similar image search based on topological
image analysis Yes No Desktop-based Private company Closed pixolu visual & semantic image search engine, by
pixolution GmbH & HTW Berlin. Yes No Private Company / University Closed QuickLook Visual information retrieval system with
relevance feedback No Yes University Closed RETIN Interactive images retrieval system – CNRS –
ETIS Lab., MIDI Team No No University Closed Retrievr Search and explore in a selection of Flickr
images by drawing a rough
sketch or uploading an image. No No University Closed SIMBA demo of system by the Albert-Ludwigs-
Universitet Freiburg (Germany) Inst.
for Pattern Recognition and Image Processing Yes No 0.002M University Closed TagProp The demonstration of image annotation tool
TagProp in ICCV2009 for image set: Corel
5k ESP Game IAPR TC-12 and MIR Flickr. No Yes Institute Closed VIRaL Visual 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. Yes Yes 2.221M University Closed Windsurf A 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. Yes No University Closed PIBE An 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. Yes No University Closed SHIATSU A 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. Yes Yes University Closed
CBIR research projects/demos/open source projects[edit]
Name | Description | External Image Query | Metadata Query | Index Size (Estimate, Millions of Images) | Organization Type | License (Open/Closed) |
---|---|---|---|---|---|---|
akiwi | akiwi is a semi-automatic image keywording tool using CBIR techniques. It was developed by HTW Berlin / pixolution GmbH | Yes | Yes | 15M | University | Closed |
ALIPR | Developed by Penn State University researchers | Yes | Yes | University | Closed | |
Anaktisi | This 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. | Yes | No | 0.225M | University | Open |
BRISC | BRISC is a recursive acronym for BRISC Really IS Cool, and is (conveniently enough) also an anagram of Content-Based Image Retrieval System. | Yes | No | University | GPL | |
Caliph & Emir | Creation and Retrieval of images based on MPEG-7. | Yes | No | Desktop-based | University | GPL |
FIRE | Open 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. | No | No | University | Open | |
GNU Image Finding Tool | Query by example image search system. | Yes | No | Desktop-based | GNU | GPL |
ISSBP | Similar Image Search by Imense plugin for Adobe Bridge, free beta. | Yes | Yes | free-beta limited to 4k images | Private Company | Closed |
img(Rummager) | Image retrieval Engine (Freeware Application). | Yes | No | Desktop-based | Individual | Closed |
imgSeek | photo collection manager and viewer with content-based search and many other features. | Yes | No | Individual | GPL | |
IKONA | Generic CBIR system – INRIA – IMEDIA | Yes | Yes | University | Closed | |
IOSB | Image retrieval demonstration software of Fraunhofer IOSB (Germany) | Yes | No | Desktop-based | Research Institute | Closed |
LIRE | Java 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. | Yes | Yes | University | GPL | |
Lucignolo | Image similarity search engine using only the native full-text search engine Lucene. | Yes | Yes | 106M | Research Institute | Closed |
MIFile | Image similarity search engine based on MI File (Metric Inverted File) developed at ISTI-CNR. Source code of the MI File. | No | No | 106M | Research Institute | Open |
MUVIS | CBIR System at TUT- Tampere University of Technology. | Yes | No | Desktop-based | University | Closed |
PIRIA | CBIR tool developed at CEA-LIST, LIVIC (Vision and Content Engineering Laboratory). | Yes | Yes | 130M | University | Closed |
PicsLikeThat | Image search using visual similarity search and sorting combined with a recommender system. (Cooperation of pixolution, fotolia and HTW Berlin) | No | No | 12M | University | Closed |
Pixcavator | Similar image search based on topological image analysis | Yes | No | Desktop-based | Private company | Closed |
pixolu | visual & semantic image search engine, by pixolution GmbH & HTW Berlin. | Yes | No | Private Company / University | Closed | |
QuickLook | Visual information retrieval system with relevance feedback | No | Yes | University | Closed | |
RETIN | Interactive images retrieval system – CNRS – ETIS Lab., MIDI Team | No | No | University | Closed | |
Retrievr | Search and explore in a selection of Flickr images by drawing a rough sketch or uploading an image. | No | No | University | Closed | |
SIMBA | demo of system by the Albert-Ludwigs- Universitet Freiburg (Germany) Inst. for Pattern Recognition and Image Processing | Yes | No | 0.002M | University | Closed |
TagProp | The demonstration of image annotation tool TagProp in ICCV2009 for image set: Corel 5k ESP Game IAPR TC-12 and MIR Flickr. | No | Yes | Institute | Closed | |
VIRaL | Visual 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. | Yes | Yes | 2.221M | University | Closed |
Windsurf | A 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. | Yes | No | University | Closed | |
PIBE | An 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. | Yes | No | University | Closed | |
SHIATSU | A 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. | Yes | Yes | University | Closed |
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