Research map / Video / Video segmentation and tracking
Learning Video Stabilization Using Optical Flow
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use a pretrained optical-flow stabilization network with the proposed pipeline instead of optimization-based stabilization | Video stabilization · Per-frame runtime | runtime: 1360ms -> 570ms; 1610ms -> 570ms | Helped |
| Add frequency-domain loss during the first training phase (ablation) | Stabilization network · Training | motion loss | Helped |
| Add frequency-domain loss during early training, then fine-tune using motion loss alone (ablation) | Stabilization network · Training | motion loss | Helped |
| Remove frequency-domain loss from training (ablation) | Stabilization network · Warp-field smoothness | warp-field smoothness | Hurt |
| Use PCA Flow to inpaint invalid optical-flow regions (ablation) | Video stabilization pipeline · Videos with moving objects and occlusions | output distortion | Helped |
| Remove optical-flow masking and inpainting (ablation) | Video stabilization pipeline · Videos with moving objects | output distortion | Hurt |
| Replace raw warp fields with PCA Flow-smoothed warp fields (ablation) | Video stabilization pipeline · Warp-field valid/invalid boundaries | output artifacts | Helped |
| Add Gaussian noise to input optical flow with σ = 3 or σ = 10 (ablation) | Proposed method · NUS dataset | stability: σ = 3; σ = 10 | Hurt |
Closest papers by meaning
- Robust Video Stabilization by Optimization in CNN Weight Space (CVPR 2019 · similarity 0.92)
- 3D Video Stabilization With Depth Estimation by CNN-Based Optimization (CVPR 2021 · similarity 0.88)
- Harnessing Meta-Learning for Improving Full-Frame Video Stabilization (CVPR 2024 · similarity 0.86)
- Learning Temporal Consistency for Low Light Video Enhancement From Single Images (CVPR 2021 · similarity 0.85)
- OCAI: Improving Optical Flow Estimation by Occlusion and Consistency Aware Interpolation (CVPR 2024 · similarity 0.84)
- Optical-Flow Guided Prompt Optimization for Coherent Video Generation (CVPR 2025 · similarity 0.83)
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