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Determining Occlusions From Space and Time Image Reconstructions
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use reconstruction-based occlusion modeling with the full energy-minimization framework instead of the learning-based detector | Occlusion detection on MPI Sintel · MPI Sintel, 69 sequences (Oracle 69) | F-score: 0.535 -> 0.550 | Helped |
| Use reconstruction-based occlusion modeling with the full energy-minimization framework instead of the strongest baseline | Occlusion detection on MPI Sintel · MPI Sintel, 69 sequences (Global 69) | F-score: 0.449 -> 0.540 | Helped |
| Use reconstruction-based occlusion modeling with the full energy-minimization framework instead of the strongest reported baseline | Occlusion detection on MPI Sintel · MPI Sintel Final rendering pass | F-score: 0.398 -> 0.491 | Helped |
| Replace displaced-frame-difference detection with the reconstruction-based local color-model criterion | Pixel-wise occlusion detection · Eight MPI Sintel sequences | AUC | Helped |
| Use reconstruction-based detection with estimated or noisy flow rather than relying on accurate ground-truth flow | Pixel-wise occlusion detection · MPI Sintel sequences | AUC | Helped |
| Use two-component GMM color models in textureless regions | Full occlusion detection method · MPI Sintel | false-positive rate | Hurt |
Closest papers by meaning
- OcclusionFusion: Occlusion-Aware Motion Estimation for Real-Time Dynamic 3D Reconstruction (CVPR 2022 · similarity 0.89)
- OCAI: Improving Optical Flow Estimation by Occlusion and Consistency Aware Interpolation (CVPR 2024 · similarity 0.87)
- OAMaskFlow: Occlusion-Aware Motion Mask for Scene Flow (AAAI 2025 · similarity 0.84)
- Dense Optical Tracking: Connecting the Dots (CVPR 2024 · similarity 0.84)
- Bridge Frame and Event: Common Spatiotemporal Fusion for High-Dynamic Scene Optical Flow (CVPR 2025 · similarity 0.84)
- WALT3D: Generating Realistic Training Data from Time-Lapse Imagery for Reconstructing Dynamic Objects Under Occlusion (CVPR 2024 · similarity 0.84)
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