Limits on Super-Resolution and How to Break Them
IEEE Transactions on Pattern Analysis and Machine Intelligence
Extraction of high-resolution frames from video sequences
IEEE Transactions on Image Processing
IEEE Transactions on Image Processing
Resolution enhancement of color video sequences
IEEE Transactions on Image Processing
Hi-index | 0.00 |
In this work, we propose a method to improve the performance of super-resolution for video sequence by dense motion estimation (DME) using overlapped block matching (OBM). We first examine DME using hierarchical block matching (HBM) in super-resolution, and verify that the effectiveness of DME using HBM strongly depends on the quality of observed images. To solve this problem, we propose a method that realizes DME virtually in super-resolution using OBM. While this method does not improve the accuracy of motion estimation, it apparently increases the number of reference frames by allocating multiple motion vectors to a small region, which remarkably improves the performance of super-resolution. Through computer simulation, we verify that the proposed method consistently achieves robust performance irrelevant to the image quality of observed images.