What does this research mean for the field?

The ST-GVMNet architecture, which integrates gating mechanisms with the Visual Mamba (V-Mamba) model, achieves state-of-the-art performance in complex image inpainting tasks such as Dunhuang mural restoration by effectively modeling long-range dependencies and preserving high-frequency details. Novelty: ClaimNovelty.METHODOLOGICAL. Consensus alignment: ConsensusAlignment.NEUTRAL.

What question did this study set out to answer?

The aim is to improve image inpainting for Dunhuang murals by addressing degradation issues through a dual-stream network approach.

May 29, 2026Journal of King Saud University - Computer and Information SciencesOpen Access

ST-GVMNet: a structure-texture dual-stream network fusing gating mechanism and V-Mamba for Dunhuang mural image inpainting

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The aim is to improve image inpainting for Dunhuang murals by addressing degradation issues through a dual-stream network approach.
Developed a Structure-Texture Dual-Stream Network named ST-GVMNet.
Utilized a Structure Reconstruction Network (SRN) with a Structure Gate Fusion Module for noise suppression.
Implemented a Texture Refinement Network (TRN) with a Multi-scale Dilated VMamba module for fine-grained detail capture.
Achieved state-of-the-art performance on Dunhuang mural and Thangka datasets in quantitative metrics and visual quality.
Demonstrated improved structural coherence in inpainting despite extreme mask ratios.

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Implication

Randomized trial demonstrates enhanced image inpainting in Dunhuang murals, suggesting improved restoration techniques.

Cite This Study

Tian et al. (2026) studied this question.

synapsesocial.com/papers/6a192cf8fab5b468c4415ce0 https://doi.org/10.1007/s44443-026-00858-5

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ST-GVMNet: a structure-texture dual-stream network fusing gating mechanism and V-Mamba for Dunhuang mural image inpainting

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Implication

Cite This Study

ST-GVMNet: a structure-texture dual-stream network fusing gating mechanism and V-Mamba for Dunhuang mural image inpainting

Key Points

Discussion

Implication

Cite This Study

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