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Image Descriptors / Features and Saliency Maps

by Christopher Kanan

 

30 Jul 2010

Good color image descriptors/features for object recognition

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Description

This is an implementation of part of Kanan & Cottrell (2010), which extracts dense features from color images which can then be used for object or face classification. In our experiments they perform quite well, generally about as well as SIFT descriptors, if not better, on a variety of popular datasets like Caltech-101.

As a side effect the algorithm also produces saliency maps which can be used to find interest points or to predict eye movements.

See http://www.chriskanan.com/nimble for more information.

Required Products Image Processing Toolbox
MATLAB release MATLAB 7.9 (2009b)
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Comments and Ratings (2)
03 Aug 2010 Sebastien PARIS

Great descriptors. However it would be great to have also the script computing SUN parameters ...

20 Aug 2010 Nicola Franzoso

Great job, just one thing : I have try to use the sample code with the photo of they in your picture,but the saliency map is different respect your that i see on the, computer vision, great work, image descriptors, image processing, just one thing ihave try to use it just cat the photo of the lad, object recognition, saliency, why

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Tag Activity for this File
Tag Applied By Date/Time
object recognition Christopher Kanan 02 Aug 2010 10:51:55
computer vision Christopher Kanan 02 Aug 2010 10:51:56
saliency Christopher Kanan 02 Aug 2010 10:51:56
image descriptors Christopher Kanan 02 Aug 2010 10:51:56
image processing Christopher Kanan 02 Aug 2010 10:51:56
great work Nicola Franzoso 20 Aug 2010 04:02:08
just one thing ihave try to use it just cat the photo of the lad Nicola Franzoso 20 Aug 2010 04:02:08
but the saliency map is different respect your that i see on the Nicola Franzoso 20 Aug 2010 04:02:08
why Nicola Franzoso 20 Aug 2010 04:02:08

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