Abstract:
In this paper, we propose a robust technique for temporal alignment of video sequences with similar planar motions acquired using uncalibrated cameras. In this technique,...Show MoreMetadata
Abstract:
In this paper, we propose a robust technique for temporal alignment of video sequences with similar planar motions acquired using uncalibrated cameras. In this technique, we model the motion-based video temporal alignment problem as a spatio-temporal discrete trajectory point sets alignment problem. First, the trajectory of the object of interest is tracked throughout the videos. A probabilistic method is then developed to calculate the `soft' spatial correspondence between the trajectory point sets. Next, a dynamic time warping technique (DTW) is applied to the spatial correspondence information to compute the temporal alignment of the videos. The experimental results show that the proposed technique provides a superior performance over existing techniques for videos with similar trajectory patterns.
Published in: IEEE Transactions on Multimedia ( Volume: 15, Issue: 1, January 2013)
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- IEEE Keywords
- Index Terms
- Video Sequences ,
- Temporal Alignment ,
- Dynamic Time ,
- Object Of Interest ,
- Probabilistic Method ,
- Time Warping ,
- Dynamic Time Warping ,
- Alignment Problem ,
- Spatial Correspondence ,
- Horizontal Axis ,
- Expectation Maximization ,
- Video Frames ,
- Corresponding Points ,
- Gaussian Mixture Model ,
- Affine Transformation ,
- MRI Sequences ,
- Video Capture ,
- Alignment Errors ,
- Complex Motion ,
- Sum Of Squared Differences ,
- Trajectory Features ,
- Human Activity Recognition ,
- Technique In Cases ,
- Rank Constraint ,
- Iterative Closest Point ,
- Real Videos ,
- Monotonicity Condition ,
- Similar Scenes ,
- Alignment Techniques ,
- Mean Absolute Deviation
- Author Keywords
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Video Sequences ,
- Temporal Alignment ,
- Dynamic Time ,
- Object Of Interest ,
- Probabilistic Method ,
- Time Warping ,
- Dynamic Time Warping ,
- Alignment Problem ,
- Spatial Correspondence ,
- Horizontal Axis ,
- Expectation Maximization ,
- Video Frames ,
- Corresponding Points ,
- Gaussian Mixture Model ,
- Affine Transformation ,
- MRI Sequences ,
- Video Capture ,
- Alignment Errors ,
- Complex Motion ,
- Sum Of Squared Differences ,
- Trajectory Features ,
- Human Activity Recognition ,
- Technique In Cases ,
- Rank Constraint ,
- Iterative Closest Point ,
- Real Videos ,
- Monotonicity Condition ,
- Similar Scenes ,
- Alignment Techniques ,
- Mean Absolute Deviation
- Author Keywords