Research map / Image generation / Autoregressive and latent generation
Geometric Structure Preserving Warp for Natural Image Stitching
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add large-scale geometric structure preservation to GSP | GSP image stitching · 50 diversified stitching datasets | geometric structure preservation | Helped |
| Use adapted sampling-point weights instead of equal weights (ablation) | GES-GSP · Image stitching with overlapping and non-overlapping regions | stitching naturalness and distortion | Helped |
| Use equal weights for geometric-structure sampling points (ablation) | GES-GSP · Image stitching with overlapping regions | stitching naturalness | Hurt |
| Increase sampling density to more than one point per grid (ablation) | GES-GSP · Image stitching with geometric structures spanning multiple grids | geometric structure preservation | Helped |
| Reduce sampling density to one point every two or four grids (ablation) | GES-GSP · Image stitching with geometric structures spanning multiple grids | geometric structure preservation | Hurt |
| Add the unweighted geometric-structure constraint (ablation) | GSP · Image stitching | balance between local alignment and structure preservation | Hurt |
Closest papers by meaning
- Object-level Geometric Structure Preserving for Natural Image Stitching (AAAI 2025 · similarity 0.90)
- Depth-Supervised Fusion Network for Seamless-Free Image Stitching (NeurIPS 2025 · similarity 0.84)
- VA-GS: Enhancing the Geometric Representation of Gaussian Splatting via View Alignment (NeurIPS 2025 · similarity 0.83)
- Reconstructing the Image Stitching Pipeline: Integrating Fusion and Rectangling into a Unified Inpainting Model (NeurIPS 2024 · similarity 0.83)
- Towards Robust Image Stitching: An Adaptive Resistance Learning against Compatible Attacks (AAAI 2024 · similarity 0.82)
- Towards Realistic Example-based Modeling via 3D Gaussian Stitching (CVPR 2025 · similarity 0.81)
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