SPC-GS: Gaussian Splatting with Semantic-Prompt Consistency for Indoor Open-World Free-view Synthesis from Sparse Inputs
Guibiao Liao, Qing Li, Zhenyu Bao, Guoping Qiu, Kanglin Liu
2025Year
2Top-tier citations
Abstract
Sparse Input Images (b1) Scene-layout Points (Ours) (a1) SfM Points (Gau-Grouping) (a2) Rendered RGB/Semantic Results (Gau-Grouping) (b2) Rendered RGB/Semantic Results (Ours) Gau-Grouping Ours PSNR SSIM mIoU (c) Comparison Results
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Cited by top-tier papers2
- SGS-Intrinsic: Semantic-Invariant Gaussian Splatting for Sparse-View Indoor Inverse RenderingJiahao Niu, Rongjia Zheng, Wenju Xu, Wei-Shi Zheng et al.CVPR 2026 · 1 citation
- Wavelet-Driven 3D Anomaly Detection under Pose-Agnostic and Sparse-ViewMingwen Shao, Qiao Zhang, Xinyuan Chen, Xiang Lv et al.CVPR 2026
Builds on29
- Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh et al.ICML 2021 · 47,906 citations
- A Simple Framework for Contrastive Learning of Visual RepresentationsTing Chen, Simon Kornblith, Mohammad Norouzi, Geoffrey E. HintonICML 2020 · 24,064 citations
- Emerging Properties in Self-Supervised Vision TransformersMathilde Caron, Hugo Touvron, Ishan Misra, Hervé Jégou et al.ICCV 2021 · 8,921 citations
- 3D Gaussian Splatting for Real-Time Radiance Field RenderingBernhard Kerbl, Georgios Kopanas, Thomas Leimkühler, George DrettakisSIGGRAPH 2023 · 5,687 citations
- Instant neural graphics primitives with a multiresolution hash encodingThomas Müller, Alex Evans, Christoph Schied, Alexander KellerSIGGRAPH 2022 · 4,089 citations
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