About: Random Ferns for Keypoint Recognition, Image Matching and Tracking

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About: Random Ferns for Keypoint Recognition, Image Matching and Tracking - Implementation and Experiments Goto Sponge NotDistinct Permalink

An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	We have implemented a ferns-based classifier in MATLAB and applied it in image matching, object detection and tracking applications. We improve recognition performance, especially for scale changes. Additional modifications should help to overcome Harris corner detector inaccuracy and improve RANSAC homography estimation. We performed experiments with various real-world images and we show that our classifier is able to handle significant perspective changes. We have implemented a ferns-based classifier in MATLAB and applied it in image matching, object detection and tracking applications. We improve recognition performance, especially for scale changes. Additional modifications should help to overcome Harris corner detector inaccuracy and improve RANSAC homography estimation. We performed experiments with various real-world images and we show that our classifier is able to handle significant perspective changes. (en)
Title	Random Ferns for Keypoint Recognition, Image Matching and Tracking - Implementation and Experiments Random Ferns for Keypoint Recognition, Image Matching and Tracking - Implementation and Experiments (en)
skos:prefLabel	Random Ferns for Keypoint Recognition, Image Matching and Tracking - Implementation and Experiments Random Ferns for Keypoint Recognition, Image Matching and Tracking - Implementation and Experiments (en)
skos:notation	RIV/68407700:21230/10:00175524!RIV11-GA0-21230___
http://linked.open...avai/riv/aktivita	P R
http://linked.open...avai/riv/aktivity	P(7E10044), P(GAP103/10/1585), R
http://linked.open...vai/riv/dodaniDat	2011
http://linked.open...aciTvurceVysledku	Zimmermann, Karel Svoboda, Tomáš Derner, Erik
http://linked.open.../riv/druhVysledku	O - Ostatní výsledky nezařaditelné do žádného z výše uvedených druhů výsledku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	České vysoké učení technické v Praze / Fakulta elektrotechnická
http://linked.open...dnocenehoVysledku	283872
http://linked.open...ai/riv/idVysledku	RIV/68407700:21230/10:00175524
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Computer Vision; Object Tracking; Image Matching (en)
http://linked.open.../riv/klicoveSlovo	Object Tracking Computer Vision Image Matching
http://linked.open...ontrolniKodProRIV	[C5F7D99ED5F4]
http://linked.open...in/vavai/riv/obor	JD
http://linked.open...ichTvurcuVysledku	3 (xsd:int)
http://linked.open...cetTvurcuVysledku	3 (xsd:int)
http://linked.open...vavai/riv/projekt	Advanced predictors for object detection and tracking in video Natural human-robot cooperation in dynamic environments
http://linked.open...UplatneniVysledku	2010
http://linked.open...iv/tvurceVysledku	Svoboda, Tomáš Zimmermann, Karel Derner, Erik
http://localhost/t...ganizacniJednotka	21230

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