Update README.md

README.md

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+# Art of MtG v1
+
+Experimenal model, based on ~5000 arts for cards from Magic: the Gathering game. Large variety of cards from 2014 to 2022 was used. Logos, guild/clan icons and mana symbols were not part of training set as Fan Content Policy explicitly prohibits their use. Each art was captioned with card name, artist, colors and name of color combination, type line, set name and BLIP description. 
+
+## Usage
+
+_**mtg card**_ is the main prompt to use, and adding _**card frame**_ negative prompt is recommended.
+
+Model has understanding of some planes, terms and characters to different degree. Previews below use negative prompt _lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, blurry_
+
+### Planes
+
+Planes that did not have sets named after them are unknown to model. 
+
+<insert planes image here>
+
+### Characters
+
+Even main cast of planeswalkers that appear often does not work consistently, even if it's often possible to recognize character - the styles are wildly different between specific original arts.
+
+<insert walkers image here>
+
+### Species
+
+Model has good understanding of _**phyrexian**_ and Emrakul(tentacle) type of _**eldrazi**_ among others
+
+<insert phyrexian / eldrazi image here>
+
+### Artists
+
+A total of 200 artists had at least 5 images included, 50 of them had more than 30 each. It's safe to expect every major modern MtG artist style to be represented and reproducible to some degree.
+
+<insert top artists>
+
+## Improvements considered for V2
+
+* Filter out highly off-style Secret Lar card / Variations
+* Use scryfall art tags for descriptions in addition to BLIP
+* Add more character-centric data or refine on their art after main training
+
+---
+
+Fine-tuning data was provided by Wizards of the Coast under their [Fan Content Policy](https://company.wizards.com/en/legal/fancontentpolicy). Note you can't use this model for commercial purposes, as it's strongly against given policy.