Comparison gallery of image scaling algorithms explained

This gallery shows the results of numerous image scaling algorithms.

Scaling methods

An image size can be changed in several ways. Consider resizing a 160x160 pixel photo to the following 40x40 pixel thumbnail and then scaling the thumbnail to a 160x160 pixel image. Also consider doubling the size of the following image containing text.

Notes and References

  1. Web site: Edge-Directed Interpolation. 19 February 2016.
  2. Xin Li. Michael T. Orchard. 2000 IEEE International Conference on Image Processing. 311. NEW EDGE DIRECTED INTERPOLATION. 2016-07-03. https://web.archive.org/web/20160214121631/http://www.csee.wvu.edu/~xinl/papers/ICIP2000a.pdf. 2016-02-14. dead.
  3. Zhang, D. . Xiaolin Wu . An Edge-Guided Image Interpolation Algorithm via Directional Filtering and Data Fusion. IEEE Transactions on Image Processing . 15 . 8 . 2226–38 . 16900678 . 2006ITIP...15.2226Z . 2006 . 10.1109/TIP.2006.877407 . 9760560 .
  4. Web site: Dengwen Zhou. Xiaoliu Shen. Image Zooming Using Directional Cubic Convolution Interpolation. 13 September 2015.
  5. Shaode Yu. Rongmao Li. Rui Zhang. Mou An. Shibin Wu. Yaoqin Xie. Performance evaluation of edge-directed interpolation methods for noise-free images. 1303.6455. cs.CV. 2013.
  6. Johannes Kopf and Dani Lischinski. Depixelizing Pixel Art. ACM Transactions on Graphics . 2011. 30 . 4. 99:1–99:8. 10.1145/2010324.1964994. https://web.archive.org/web/20150901034643/http://research.microsoft.com/en-us/um/people/kopf/pixelart. 2015-09-01 . 24 October 2012.
  7. Enhanced Deep Residual Networks for Single Image Super-Resolution. 1707.02921. Lim. Bee. Son. Sanghyun. Kim. Heewon. Nah. Seungjun. Kyoung Mu Lee. 2017. cs.CV.
  8. Web site: Generative Adversarial Network and Super Resolution GAN(SRGAN). 26 April 2020 . 26 August 2020.
  9. ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks. 1809.00219. Wang. Xintao. Yu. Ke. Wu. Shixiang. Gu. Jinjin. Liu. Yihao. Dong. Chao. Chen Change Loy. Qiao. Yu. Tang. Xiaoou. 2018. cs.CV.
  10. Web site: Perceptual Loss Functions. 17 May 2019 . 26 August 2020.

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