BiCoS: a bi-level co-segmentation method for image classification
The objective of this paper is the unsupervised segmentation of image training sets into foreground and background in order to improve image classification performance. To this end we introduce a new scalable, alternation-based algorithm for co-segmentation, BiCoS, which is simpler than many of its...
| Main Authors: | , , |
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| Format: | Conference item |
| Language: | English |
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IEEE
2012
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| _version_ | 1824458833845551104 |
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| author | Chai, Y Lempitsky, V Zisserman, A |
| author_facet | Chai, Y Lempitsky, V Zisserman, A |
| author_sort | Chai, Y |
| collection | OXFORD |
| description | The objective of this paper is the unsupervised segmentation of image training sets into foreground and background in order to improve image classification performance. To this end we introduce a new scalable, alternation-based algorithm for co-segmentation, BiCoS, which is simpler than many of its predecessors, and yet has superior performance on standard benchmark image datasets. |
| first_indexed | 2025-02-19T04:32:11Z |
| format | Conference item |
| id | oxford-uuid:ce9bbcd7-bbd9-4c6d-a226-49b93e625fbc |
| institution | University of Oxford |
| language | English |
| last_indexed | 2025-02-19T04:32:11Z |
| publishDate | 2012 |
| publisher | IEEE |
| record_format | dspace |
| spelling | oxford-uuid:ce9bbcd7-bbd9-4c6d-a226-49b93e625fbc2025-01-10T10:55:39ZBiCoS: a bi-level co-segmentation method for image classificationConference itemhttp://purl.org/coar/resource_type/c_5794uuid:ce9bbcd7-bbd9-4c6d-a226-49b93e625fbcEnglishSymplectic ElementsIEEE2012Chai, YLempitsky, VZisserman, AThe objective of this paper is the unsupervised segmentation of image training sets into foreground and background in order to improve image classification performance. To this end we introduce a new scalable, alternation-based algorithm for co-segmentation, BiCoS, which is simpler than many of its predecessors, and yet has superior performance on standard benchmark image datasets. |
| spellingShingle | Chai, Y Lempitsky, V Zisserman, A BiCoS: a bi-level co-segmentation method for image classification |
| title | BiCoS: a bi-level co-segmentation method for image classification |
| title_full | BiCoS: a bi-level co-segmentation method for image classification |
| title_fullStr | BiCoS: a bi-level co-segmentation method for image classification |
| title_full_unstemmed | BiCoS: a bi-level co-segmentation method for image classification |
| title_short | BiCoS: a bi-level co-segmentation method for image classification |
| title_sort | bicos a bi level co segmentation method for image classification |
| work_keys_str_mv | AT chaiy bicosabilevelcosegmentationmethodforimageclassification AT lempitskyv bicosabilevelcosegmentationmethodforimageclassification AT zissermana bicosabilevelcosegmentationmethodforimageclassification |