Matches in SemOpenAlex for { <https://semopenalex.org/work/W4384643767> ?p ?o ?g. }
Showing items 1 to 83 of
83
with 100 items per page.
- W4384643767 abstract "Existing All-In-One image restoration (IR) methods usually lack flexible modeling on various types of degradation, thus impeding the restoration performance. To achieve All-In-One IR with higher task dexterity, this work proposes an efficient Dynamic Reference Modeling paradigm (DRM-IR), which consists of task-adaptive degradation modeling and model-based image restoring. Specifically, these two subtasks are formalized as a pair of entangled reference-based maximum a posteriori (MAP) inferences, which are optimized synchronously in an unfolding-based manner. With the two cascaded subtasks, DRM-IR first dynamically models the task-specific degradation based on a reference image pair and further restores the image with the collected degradation statistics. Besides, to bridge the semantic gap between the reference and target degraded images, we further devise a Degradation Prior Transmitter (DPT) that restrains the instance-specific feature differences. DRM-IR explicitly provides superior flexibility for All-in-One IR while being interpretable. Extensive experiments on multiple benchmark datasets show that our DRM-IR achieves state-of-the-art in All-In-One IR." @default.
- W4384643767 created "2023-07-19" @default.
- W4384643767 creator A5016073217 @default.
- W4384643767 creator A5018318136 @default.
- W4384643767 creator A5033064206 @default.
- W4384643767 creator A5072912487 @default.
- W4384643767 creator A5084520562 @default.
- W4384643767 date "2023-07-14" @default.
- W4384643767 modified "2023-10-18" @default.
- W4384643767 title "DRM-IR: Task-Adaptive Deep Unfolding Network for All-In-One Image Restoration" @default.
- W4384643767 doi "https://doi.org/10.48550/arxiv.2307.07688" @default.
- W4384643767 hasPublicationYear "2023" @default.
- W4384643767 type Work @default.
- W4384643767 citedByCount "0" @default.
- W4384643767 crossrefType "posted-content" @default.
- W4384643767 hasAuthorship W4384643767A5016073217 @default.
- W4384643767 hasAuthorship W4384643767A5018318136 @default.
- W4384643767 hasAuthorship W4384643767A5033064206 @default.
- W4384643767 hasAuthorship W4384643767A5072912487 @default.
- W4384643767 hasAuthorship W4384643767A5084520562 @default.
- W4384643767 hasBestOaLocation W43846437671 @default.
- W4384643767 hasConcept C105795698 @default.
- W4384643767 hasConcept C106430172 @default.
- W4384643767 hasConcept C111472728 @default.
- W4384643767 hasConcept C115961682 @default.
- W4384643767 hasConcept C13280743 @default.
- W4384643767 hasConcept C138885662 @default.
- W4384643767 hasConcept C153180895 @default.
- W4384643767 hasConcept C154945302 @default.
- W4384643767 hasConcept C162324750 @default.
- W4384643767 hasConcept C185798385 @default.
- W4384643767 hasConcept C187736073 @default.
- W4384643767 hasConcept C205649164 @default.
- W4384643767 hasConcept C2776401178 @default.
- W4384643767 hasConcept C2779679103 @default.
- W4384643767 hasConcept C2780451532 @default.
- W4384643767 hasConcept C2780598303 @default.
- W4384643767 hasConcept C31972630 @default.
- W4384643767 hasConcept C33923547 @default.
- W4384643767 hasConcept C41008148 @default.
- W4384643767 hasConcept C41895202 @default.
- W4384643767 hasConcept C75553542 @default.
- W4384643767 hasConcept C76155785 @default.
- W4384643767 hasConcept C9417928 @default.
- W4384643767 hasConceptScore W4384643767C105795698 @default.
- W4384643767 hasConceptScore W4384643767C106430172 @default.
- W4384643767 hasConceptScore W4384643767C111472728 @default.
- W4384643767 hasConceptScore W4384643767C115961682 @default.
- W4384643767 hasConceptScore W4384643767C13280743 @default.
- W4384643767 hasConceptScore W4384643767C138885662 @default.
- W4384643767 hasConceptScore W4384643767C153180895 @default.
- W4384643767 hasConceptScore W4384643767C154945302 @default.
- W4384643767 hasConceptScore W4384643767C162324750 @default.
- W4384643767 hasConceptScore W4384643767C185798385 @default.
- W4384643767 hasConceptScore W4384643767C187736073 @default.
- W4384643767 hasConceptScore W4384643767C205649164 @default.
- W4384643767 hasConceptScore W4384643767C2776401178 @default.
- W4384643767 hasConceptScore W4384643767C2779679103 @default.
- W4384643767 hasConceptScore W4384643767C2780451532 @default.
- W4384643767 hasConceptScore W4384643767C2780598303 @default.
- W4384643767 hasConceptScore W4384643767C31972630 @default.
- W4384643767 hasConceptScore W4384643767C33923547 @default.
- W4384643767 hasConceptScore W4384643767C41008148 @default.
- W4384643767 hasConceptScore W4384643767C41895202 @default.
- W4384643767 hasConceptScore W4384643767C75553542 @default.
- W4384643767 hasConceptScore W4384643767C76155785 @default.
- W4384643767 hasConceptScore W4384643767C9417928 @default.
- W4384643767 hasLocation W43846437671 @default.
- W4384643767 hasOpenAccess W4384643767 @default.
- W4384643767 hasPrimaryLocation W43846437671 @default.
- W4384643767 hasRelatedWork W1504288058 @default.
- W4384643767 hasRelatedWork W1533292911 @default.
- W4384643767 hasRelatedWork W1598401975 @default.
- W4384643767 hasRelatedWork W2076843379 @default.
- W4384643767 hasRelatedWork W2130228941 @default.
- W4384643767 hasRelatedWork W2132132164 @default.
- W4384643767 hasRelatedWork W3044651058 @default.
- W4384643767 hasRelatedWork W3117964510 @default.
- W4384643767 hasRelatedWork W4292794826 @default.
- W4384643767 hasRelatedWork W4383604986 @default.
- W4384643767 isParatext "false" @default.
- W4384643767 isRetracted "false" @default.
- W4384643767 workType "article" @default.