ConsistentDreamer: View-consistent meshes through balanced multi-view Gaussian optimization

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Onat Sahin, Mohammad Altillawi, George Eskandar, Carlos Carbone, Ziyuan Liu

Published: 2025, Last Modified: 06 Nov 2025Pattern Recognit. Lett. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•We propose an image-to-3D Gaussian optimization method for better view consistency.•We guide unseen views with multi-view priors using SDS loss for consistent shape.•We obtain consistent fine details with multi-view pixel-level supervision.•We estimate task uncertainty through backpropagation to balance loss components.•We achieve better view consistency than state-of-the-art methods.