DC Field | Value | Language |
---|---|---|
dc.contributor.author | KIM, KIYEON | - |
dc.contributor.author | LEE, SEUNGYONG | - |
dc.contributor.author | CHO, SUNGHYUN | - |
dc.date.accessioned | 2022-11-29T04:40:36Z | - |
dc.date.available | 2022-11-29T04:40:36Z | - |
dc.date.created | 2022-11-24 | - |
dc.date.issued | 2022-10-24 | - |
dc.identifier.issn | 0302-9743 | - |
dc.identifier.uri | https://oasis.postech.ac.kr/handle/2014.oak/114436 | - |
dc.description.abstract | Most traditional single image deblurring methods before deep learning adopt a coarse-to-fine scheme that estimates a sharp image at a coarse scale and progressively refines it at finer scales. While this scheme has also been adopted in several deep learning-based approaches, recently a number of single-scale approaches have been introduced showing superior performance to previous coarse-to-fine approaches in terms of quality and computation time. In this paper, we revisit the coarse-to-fine scheme and analyze the defects of previous coarse-to-fine approaches. Based on the analysis, we propose Multi-Scale-Stage Network (MSSNet), a novel deep learning-based approach to single image deblurring with our remedies to the defects. MSSNet adopts three remedies: stage configuration reflecting blur scales, an inter-scale information propagation scheme, and a pixel-shuffle-based multi-scale scheme. Our experiments show that our remedies can effectively resolve the defects of previous coarse-to-fine approaches and improve the deblurring performance. | - |
dc.language | English | - |
dc.publisher | European Computer Vision Association | - |
dc.relation.isPartOf | ECCV Workshop | - |
dc.relation.isPartOf | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) | - |
dc.title | MSSNet: Multi-Scale-Stage Network for Single Image Deblurring | - |
dc.type | Conference | - |
dc.type.rims | CONF | - |
dc.identifier.bibliographicCitation | ECCV Workshop, pp.524 - 539 | - |
dc.citation.conferenceDate | 2022-10-23 | - |
dc.citation.conferencePlace | IS | - |
dc.citation.conferencePlace | 텔아비브 | - |
dc.citation.endPage | 539 | - |
dc.citation.startPage | 524 | - |
dc.citation.title | ECCV Workshop | - |
dc.contributor.affiliatedAuthor | KIM, KIYEON | - |
dc.contributor.affiliatedAuthor | LEE, SEUNGYONG | - |
dc.contributor.affiliatedAuthor | CHO, SUNGHYUN | - |
dc.identifier.scopusid | 2-s2.0-85150008829 | - |
dc.description.journalClass | 1 | - |
dc.description.journalClass | 1 | - |
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