Sentence examples for because the downsampling pattern from inspiring English sources

Unfortunately, this paradigm is not suitable for video applications because the downsampling pattern is frame dependent which means that the temporal redundancy cannot be efficiently removed by the video encoder.

The Gaussian probability distribution was considered as a derivative form of k-space center-weighted downsampling pattern, with stronger weighting on k-space low-frequency information.

Pseudocode for Generation of k-Space Downsampling Pattern on 2D Time-Series MRI Data.

Then, we demonstrate the performance of the proposed algorithm and the current algorithms with various downsampling patterns, fluctuation of graph cut-off frequency, robustness on the classic graph structures, and noisy scenarios.

The simulation results demonstrate the effectiveness of the proposed reconstruction strategy with various downsampling patterns, fluctuation of graph cut-off frequency, robustness on the classic graph structures, and noisy scenarios.

Thus, for video applications, there is a need to use temporally static downsampling patterns.

Another conclusion is that the downsampling distortion is notably higher for the fixed design.

The one-hop sampling method is a rather economical and efficient choice of downsampling set forming method when there is no restriction on the number of vertices in the downsampling set or no location-limited of downsampling vertices.

The downsampling set is formed by the one-hop sampling method, and the number of vertices in the downsampling set is 873.

As for the downsampling operation, we simply smooth the original image with a Gaussian function and then downsample the smoothed one using bilinear interpolation.

He proposed a concept of uniqueness set for downsampling and gave a sufficient condition that the downsampling set needs to satisfy for unique reconstruction.