Blotch Inpainting Based on Sift Feature Extraction in Old Films
Özet
Old films may be subject to various defects, such as blotches, scratches, noise, flicker, fading and color changes. Here, one of the most common defects is the blotches. They are characterized in containing approximately constant intensity and irregular shapes and also in a random spatial position in successive frames. In this paper, a spatiotemporal inpainting technique based on the feature extraction in the blotch regions is proposed to not consider dependence on the motion estimation. First, based on the presence of blotches in the current video frame, the scale-invariant feature transform (SIFT) is used for the feature extraction in the proposed method. Then, the method implements a spatiotemporal algorithm for correction of blotch regions, considering the feature extraction points. The results are compared with the partial differential equations (PDEs)-based inpainting model, which is frequently used to fill small gaps in the image, and the video inpainting method. © 2019 Chamber of Turkish Electrical Engineers.
Anahtar Kelimeler
Tam Kayıt
| Alan | Değer | Dil |
|---|---|---|
| dc.contributor.author | Aydin, Yildiz | |
| dc.contributor.author | Dizdaroglu, Bekir | |
| dc.date.accessioned | 2026-10-18T20:28:32.044759910Z | |
| dc.date.available | 2026-10-18T20:28:32.044759910Z | |
| dc.date.issued | 2019 | |
| dc.description.abstract | Old films may be subject to various defects, such as blotches, scratches, noise, flicker, fading and color changes. Here, one of the most common defects is the blotches. They are characterized in containing approximately constant intensity and irregular shapes and also in a random spatial position in successive frames. In this paper, a spatiotemporal inpainting technique based on the feature extraction in the blotch regions is proposed to not consider dependence on the motion estimation. First, based on the presence of blotches in the current video frame, the scale-invariant feature transform (SIFT) is used for the feature extraction in the proposed method. Then, the method implements a spatiotemporal algorithm for correction of blotch regions, considering the feature extraction points. The results are compared with the partial differential equations (PDEs)-based inpainting model, which is frequently used to fill small gaps in the image, and the video inpainting method. © 2019 Chamber of Turkish Electrical Engineers. | |
| dc.identifier.doi | 10.23919/eleco47770.2019.8990462 | |
| dc.identifier.endpage | 574 | |
| dc.identifier.isbn | 978-605011275-7 | |
| dc.identifier.scopus | 2-s2.0-85080969762 | |
| dc.identifier.startpage | 570 | |
| dc.identifier.uri | https://rdlopen.rawdatalibrary.net/r/ebyu/13709 | |
| dc.identifier.wos | WOS:000552654100112 | |
| dc.language.iso | en | |
| dc.publisher | Institute of Electrical and Electronics Engineers Inc. | |
| dc.relation.ispartof | ELECO 2019 - 11th International Conference on Electrical and Electronics Engineering | |
| dc.rights | info:eu-repo/semantics/openAccess | |
| dc.subject | Defects | |
| dc.subject | Feature extraction | |
| dc.subject | Motion estimation | |
| dc.subject | Color changes | |
| dc.subject | Inpainting techniques | |
| dc.subject | Irregular shape | |
| dc.subject | Partial Differential Equations (PDEs) | |
| dc.subject | Scale invariant feature transforms | |
| dc.subject | Spatial positions | |
| dc.subject | Video frame | |
| dc.subject | Video inpainting | |
| dc.subject | Extraction | |
| dc.title | Blotch Inpainting Based on Sift Feature Extraction in Old Films | |
| dc.type | Conference Object | |
| dspace.entity.type | Publication | |
| rdl.citation.scopus | 0 | |
| rdl.citation.wos | 0 | |
| rdl.source.index | SCOPUS | |
| rdl.source.index | WOS | |
| rdl.wos.index | Conference Proceedings Citation Index - Science (CPCI-S) |
