Browse wiki
From ISLAB/CAISR
| Publications:Periocular Recognition Using CNN Features Off-the-Shelf |
| Abstract | <p>Periocular refers to the region a … <p>Periocular refers to the region around the eye, including sclera, eyelids, lashes, brows and skin. With a surprisingly high discrimination ability, it is the ocular modality requiring the least constrained acquisition. Here, we apply existing pre-trained architectures, proposed in the context of the ImageNet Large Scale Visual Recognition Challenge, to the task of periocular recognition. These have proven to be very successful for many other computer vision tasks apart from the detection and classification tasks for which they were designed. Experiments are done with a database of periocular images captured with a digital camera. We demonstrate that these offthe-shelf CNN features can effectively recognize individuals based on periocular images, despite being trained to classify generic objects. Compared against reference periocular features, they show an EER reduction of up to ~40%, with the fusion of CNN and traditional features providing additional improvements.</p>oviding additional improvements.</p> |
|---|---|
| Author | Kevin Hernandez-Diaz + , Fernando Alonso-Fernandez + , Josef Bigun + |
| Conference | International Conference of the Biometrics Special Interest Group (BIOSIG), Darmstadt, Germany, Sept. 26-29, 2018 |
| Diva | http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:1238869 |
| Projects | SIDUS-AIR + |
| PublicationType | Conference Paper + |
| Title | Periocular Recognition Using CNN Features Off-the-Shelf + |
| Year | 2018 + |
| Has queryThis property is a special property in this wiki. | Publications:Periocular Recognition Using CNN Features Off-the-Shelf + , Publications:Periocular Recognition Using CNN Features Off-the-Shelf + , Publications:Periocular Recognition Using CNN Features Off-the-Shelf + , Publications:Periocular Recognition Using CNN Features Off-the-Shelf + , Publications:Periocular Recognition Using CNN Features Off-the-Shelf + , Publications:Periocular Recognition Using CNN Features Off-the-Shelf + , Publications:Periocular Recognition Using CNN Features Off-the-Shelf + , Publications:Periocular Recognition Using CNN Features Off-the-Shelf + , Publications:Periocular Recognition Using CNN Features Off-the-Shelf + , Publications:Periocular Recognition Using CNN Features Off-the-Shelf + |
| Categories | Publication + |
| Modification dateThis property is a special property in this wiki. | 2 October 2018 20:21:52 + |
| hide properties that link here |
| No properties link to this page. |
