Matches in SemOpenAlex for { <https://semopenalex.org/work/W4295419405> ?p ?o ?g. }
Showing items 1 to 89 of
89
with 100 items per page.
- W4295419405 endingPage "109040" @default.
- W4295419405 startingPage "109040" @default.
- W4295419405 abstract "Image inpainting is now-a-days sought after due to its wide variety of applications in the reconstruction of the corrupted image, occlusion removal, reflection removal, etc. Existing image inpainting approaches utilize different types of attention mechanisms to inpaint the image and produce visibly admirable results. These methods are more concerned at weighing the feature maps of the hole region with some weight from the non-hole region. But, due to the lack of spatial contextual correlation in the attention maps, the inpainted image may suffer from the inconsistencies among hole and non-hole regions. Transformer-based inpainting methods give significant results by capturing the relationship between the patches with a compromise of high computational complexity. In this context, we propose a novel spatial projection layer (SPL) without any attention mechanism to project the spatial contextual information in the hole region from non-hole regions for producing a spatially plausible inpainted image. The SPL is proposed mainly to focus on the non-hole spatial information in the high-level feature maps for filling the hole regions efficiently. Also, while training the network, we propose the use of edge loss with a Canny edge operator for image inpainting to focus on the relevant edges instead of noise contents. Analysis with the extensive experiments, ablation, and user study on the proposed architecture demonstrates the superiority over existing state-of-the-art methods for image inpainting. The code is available at: https://github.com/shrutiphutke/spatial_projection_inpainting." @default.
- W4295419405 created "2022-09-14" @default.
- W4295419405 creator A5032409915 @default.
- W4295419405 creator A5055667765 @default.
- W4295419405 date "2023-01-01" @default.
- W4295419405 modified "2023-10-13" @default.
- W4295419405 title "Image inpainting via spatial projections" @default.
- W4295419405 cites W1993120651 @default.
- W4295419405 cites W2008088901 @default.
- W4295419405 cites W2055132753 @default.
- W4295419405 cites W2534237914 @default.
- W4295419405 cites W2732026016 @default.
- W4295419405 cites W2738588019 @default.
- W4295419405 cites W2803418063 @default.
- W4295419405 cites W2804971721 @default.
- W4295419405 cites W2901084129 @default.
- W4295419405 cites W2969925510 @default.
- W4295419405 cites W3011708679 @default.
- W4295419405 cites W3026446890 @default.
- W4295419405 cites W3038886336 @default.
- W4295419405 cites W3084306245 @default.
- W4295419405 cites W3161747711 @default.
- W4295419405 cites W3172580332 @default.
- W4295419405 cites W3214312641 @default.
- W4295419405 doi "https://doi.org/10.1016/j.patcog.2022.109040" @default.
- W4295419405 hasPublicationYear "2023" @default.
- W4295419405 type Work @default.
- W4295419405 citedByCount "4" @default.
- W4295419405 countsByYear W42954194052023 @default.
- W4295419405 crossrefType "journal-article" @default.
- W4295419405 hasAuthorship W4295419405A5032409915 @default.
- W4295419405 hasAuthorship W4295419405A5055667765 @default.
- W4295419405 hasConcept C106430172 @default.
- W4295419405 hasConcept C115961682 @default.
- W4295419405 hasConcept C11727466 @default.
- W4295419405 hasConcept C120665830 @default.
- W4295419405 hasConcept C121332964 @default.
- W4295419405 hasConcept C138885662 @default.
- W4295419405 hasConcept C153180895 @default.
- W4295419405 hasConcept C154945302 @default.
- W4295419405 hasConcept C162307627 @default.
- W4295419405 hasConcept C166957645 @default.
- W4295419405 hasConcept C192209626 @default.
- W4295419405 hasConcept C200873422 @default.
- W4295419405 hasConcept C205649164 @default.
- W4295419405 hasConcept C2776401178 @default.
- W4295419405 hasConcept C2779343474 @default.
- W4295419405 hasConcept C31972630 @default.
- W4295419405 hasConcept C41008148 @default.
- W4295419405 hasConcept C41895202 @default.
- W4295419405 hasConcept C9417928 @default.
- W4295419405 hasConceptScore W4295419405C106430172 @default.
- W4295419405 hasConceptScore W4295419405C115961682 @default.
- W4295419405 hasConceptScore W4295419405C11727466 @default.
- W4295419405 hasConceptScore W4295419405C120665830 @default.
- W4295419405 hasConceptScore W4295419405C121332964 @default.
- W4295419405 hasConceptScore W4295419405C138885662 @default.
- W4295419405 hasConceptScore W4295419405C153180895 @default.
- W4295419405 hasConceptScore W4295419405C154945302 @default.
- W4295419405 hasConceptScore W4295419405C162307627 @default.
- W4295419405 hasConceptScore W4295419405C166957645 @default.
- W4295419405 hasConceptScore W4295419405C192209626 @default.
- W4295419405 hasConceptScore W4295419405C200873422 @default.
- W4295419405 hasConceptScore W4295419405C205649164 @default.
- W4295419405 hasConceptScore W4295419405C2776401178 @default.
- W4295419405 hasConceptScore W4295419405C2779343474 @default.
- W4295419405 hasConceptScore W4295419405C31972630 @default.
- W4295419405 hasConceptScore W4295419405C41008148 @default.
- W4295419405 hasConceptScore W4295419405C41895202 @default.
- W4295419405 hasConceptScore W4295419405C9417928 @default.
- W4295419405 hasLocation W42954194051 @default.
- W4295419405 hasOpenAccess W4295419405 @default.
- W4295419405 hasPrimaryLocation W42954194051 @default.
- W4295419405 hasRelatedWork W1523707610 @default.
- W4295419405 hasRelatedWork W2012197282 @default.
- W4295419405 hasRelatedWork W2095195575 @default.
- W4295419405 hasRelatedWork W2166862237 @default.
- W4295419405 hasRelatedWork W2350879130 @default.
- W4295419405 hasRelatedWork W2731478784 @default.
- W4295419405 hasRelatedWork W2897194722 @default.
- W4295419405 hasRelatedWork W3035059915 @default.
- W4295419405 hasRelatedWork W4221141925 @default.
- W4295419405 hasRelatedWork W4293869205 @default.
- W4295419405 hasVolume "133" @default.
- W4295419405 isParatext "false" @default.
- W4295419405 isRetracted "false" @default.
- W4295419405 workType "article" @default.