diff --git a/README.rst b/README.rst index 94b3f3f..c025245 100644 --- a/README.rst +++ b/README.rst @@ -19,6 +19,9 @@ The catch? The neural network is hallucinating details based on its training fro |Python Version| |License Type| |Project Stars| +.. image:: docs/EnhanceCSI_example.png + :target: http://5.9.70.47:4141/w/8581db92-9d61-11e6-990b-c86000be451f/view + 1. Examples & Usage =================== @@ -104,6 +107,7 @@ After this, you should have ``pillow``, ``theano`` and ``lasagne`` installed in .. image:: docs/Faces_example.png +**Example #3** — Specialized super-resolution for faces, trained on HD examples of celebrity faces only. The quality is significantly higher when narrowing the domain from "photos" in general. 3. Background & Research ======================== @@ -115,6 +119,12 @@ This code uses a combination of techniques from the following papers, as well as 3. `Deeply-Recursive Convolutional Network for Image Super-Resolution `_ 4. `Photo-Realistic Super-Resolution Using a Generative Adversarial Network `_ +Special thanks for their help in various ways: + +* Eder Santana — Support and encouragement, feedback and ideas on `sub-pixel deconvolution `_. +* Andrew Brock — This sub-pixel layer code is based on `his project repository `_. +* Casper Kaae Sønderby — For suggesting a more stable alternative to sigmoid + log. + 4. Troubleshooting Problems =========================== @@ -152,7 +162,7 @@ It seems your terminal is misconfigured and not compatible with the way Python t .. image:: docs/Chinatown_example.gif -**Example #3** — China Town: `view comparison `_ in 24-bit HD, `original photo `_ CC-BY-SA @cyalex. +**Example #4** — China Town: `view comparison `_ in 24-bit HD, `original photo `_ CC-BY-SA @cyalex. ---- diff --git a/docs/EnhanceCSI_example.png b/docs/EnhanceCSI_example.png new file mode 100644 index 0000000..0520f32 Binary files /dev/null and b/docs/EnhanceCSI_example.png differ