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Artificial Neural Networks for Single-Image Super-Resolution
| Content Provider | CiteSeerX |
|---|---|
| Author | Singh, Gagandeep Goyal, Gulshan |
| Abstract | Image upscaling is an important field of digital image processing. It is often required to create higher resolution images from the lower resolution images at hand in computer graphics, media devices, satellite imagery etc. Upscaling is also referred to as ‘single image super-resolution’. The process is a tradeoff between efficiency, time and the quality of output images obtained.In present paper, a feed forward neural network using supervised training for image upscaling is proposed. The performance of neural network is compared to bicubic interpolation method in terms of PSNR and MSE. |
| File Format | |
| Access Restriction | Open |
| Subject Keyword | Single-image Super-resolution Artificial Neural Network Image Upscaling Resolution Image Neural Network Medium Device Output Image Single Image Super-resolution Interpolation Method Important Field Satellite Imagery Etc Digital Image Processing Computer Graphic |
| Content Type | Text |