Please use this identifier to cite or link to this item:
https://hdl.handle.net/2440/107901
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Full metadata record
DC Field | Value | Language |
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dc.contributor.author | Paisitkriangkrai, S. | - |
dc.contributor.author | Sherrah, J. | - |
dc.contributor.author | Janney, P. | - |
dc.contributor.author | Van Den Hengel, A. | - |
dc.date.issued | 2015 | - |
dc.identifier.citation | Conference on Computer Vision and Pattern Recognition Workshops IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Workshops, 2015, vol.2015-October, pp.36-43 | - |
dc.identifier.isbn | 9781467367592 | - |
dc.identifier.issn | 2160-7508 | - |
dc.identifier.issn | 2160-7516 | - |
dc.identifier.uri | http://hdl.handle.net/2440/107901 | - |
dc.description.abstract | Large amounts of available training data and increasing computing power have led to the recent success of deep convolutional neural networks (CNN) on a large number of applications. In this paper, we propose an effective semantic pixel labelling using CNN features, hand-crafted features and Conditional Random Fields (CRFs). Both CNN and hand-crafted features are applied to dense image patches to produce per-pixel class probabilities. The CRF infers a labelling that smooths regions while respecting the edges present in the imagery. The method is applied to the ISPRS 2D semantic labelling challenge dataset with competitive classification accuracy. | - |
dc.description.statementofresponsibility | Sakrapee Paisitkriangkrai, Jamie Sherrah, Pranam Janney, and Anton Van Den Hengel | - |
dc.language.iso | en | - |
dc.publisher | IEEE | - |
dc.relation.ispartofseries | IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops | - |
dc.rights | © 2015 IEEE | - |
dc.source.uri | http://dx.doi.org/10.1109/cvprw.2015.7301381 | - |
dc.title | Effective semantic pixel labelling with convolutional networks and Conditional Random Fields | - |
dc.type | Conference paper | - |
dc.contributor.conference | IEEE Conference on Computer Vision and Pattern Recognition (CVPRW) (7 Jun 2015 - 12 Jun 2015 : Boston, MA) | - |
dc.identifier.doi | 10.1109/CVPRW.2015.7301381 | - |
pubs.publication-status | Published | - |
dc.identifier.orcid | Van Den Hengel, A. [0000-0003-3027-8364] | - |
Appears in Collections: | Aurora harvest 8 Computer Science publications |
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RA_hdl_107901.pdf Restricted Access | Restricted Access | 587.38 kB | Adobe PDF | View/Open |
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