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Maintaining temporal coherence in video retargeting using mosaic-guided scaling.
Tzu-Chieh Yen1, Chia-Ming Tsai, Chia-Wen Lin
1ASUSTek Computer Inc., Taipei, Taiwan.
Summary
This study introduces a novel video retargeting method using panoramic mosaics to maintain temporal coherence. The technique ensures high visual quality even with complex camera and object motions.
Area of Science:
- Computer Vision
- Image Processing
- Multimedia Systems
Background:
- Video retargeting aims to adapt high-resolution videos to lower-resolution displays, often causing information loss.
- Maintaining spatio-temporal coherence is crucial for visual quality in retargeted videos.
- Existing methods struggle with temporal coherence due to camera and object motions.
Purpose of the Study:
- To propose a content-aware video retargeting method that ensures good temporal coherence.
- To address the challenge of maintaining temporal coherence in videos with camera and object motions.
Main Methods:
- Constructing a panoramic mosaic for each video shot.
- Aligning video frames to the panoramic mosaic.
- Deriving a global scaling map from the mosaic.
- Generating local scaling maps for individual frames, refined by spatial coherence constraints.
Main Results:
- The proposed method effectively maintains temporal coherence in retargeted videos.
- Achieves good visual quality, even in videos with significant camera and object motion.
- Demonstrates superior performance compared to existing video retargeting schemes.
Conclusions:
- Panoramic mosaic-guided video retargeting is a viable approach for preserving temporal coherence.
- The method offers a robust solution for high-quality video resizing under challenging motion conditions.
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