Research map / 3D vision / Depth and stereo
Joint Multiview Segmentation and Localization of RGB-D Images Using Depth-Induced Silhouette Consistency
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use joint multiview segmentation and localization with depth-induced silhouette consistency instead of RGB-D alignment alone (ablation) | RGB-D object scanning · Tomcat and Musicbox | model reconstruction error | Helped |
| Jointly optimize silhouettes and camera poses with silhouette consistency | RGB-D object scanning · Tomcat, Musicbox, Donkey, Dragon, Chair, Horse, Plant, Gundam, Bag, Bag2 | segmentation error rate: Tomcat: 0.35 vs 0.35; Bag: 0.23 vs 0.20 | Mixed |
| Jointly optimize silhouettes and camera poses with silhouette consistency | RGB-D object scanning · Tomcat, Musicbox, Donkey, Dragon, Chair, Horse, Plant, Gundam, Bag, Bag2 | calibration ratio | Helped |
| Add depth-induced silhouette consistency to RGB-D alignment (ablation) | RGB-D object scanning · Tomcat and Musicbox | model reconstruction error | Helped |
| Propagate silhouette constraints across all views, not only neighboring views | Multiview segmentation and localization · RGB-D object scanning | pose accuracy | Helped |
Closest papers by meaning
- Consistency of Silhouettes and Their Duals (CVPR 2016 · similarity 0.84)
- Uncertainty-Driven 6D Pose Estimation of Objects and Scenes From a Single RGB Image (CVPR 2016 · similarity 0.84)
- DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation (ICLR 2024 · similarity 0.82)
- SAM2Object: Consolidating View Consistency via SAM2 for Zero-Shot 3D Instance Segmentation (CVPR 2025 · similarity 0.82)
- HiPose: Hierarchical Binary Surface Encoding and Correspondence Pruning for RGB-D 6DoF Object Pose Estimation (CVPR 2024 · similarity 0.82)
- Leveraging Global Stereo Consistency for Category-Level Shape and 6D Pose Estimation from Stereo Images (CVPR 2025 · similarity 0.82)
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