Update README.md

README.md

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-license: cc-by-4.0
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+---
+license: cc-by-4.0
+pipeline_tag: image-to-image
+tags:
+- pytorch
+- super-resolution
+---
+
+[Link to Github Release](https://github.com/Phhofm/models/releases/tag/4xNomosWebPhoto_atd)  
+
+# 4xNomosWebPhoto_atd
+
+Scale: 4  
+Architecture: [ATD](https://github.com/LabShuHangGU/Adaptive-Token-Dictionary)  
+Architecture Option: atd  
+
+
+Author: Philip Hofmann  
+License: CC-BY-0.4  
+Purpose: Restoration  
+Subject: Photography  
+Input Type: Images  
+Release Date: 07.06.2024  
+
+Dataset: Nomos-v2  
+Dataset Size: 6000  
+OTF (on the fly augmentations): No  
+Pretrained Model: 003_ATD_SRx4_finetune.pth  
+Iterations: 460'000  
+Batch Size: 6, 2  
+GT Size: 128, 192  
+
+Description:  
+
+4x ATD model for photography, trained with realistic noise, lens blur, jpg and webp re-compression.   
+ATD version of [4xNomosWebPhoto_RealPLKSR](https://github.com/Phhofm/models/releases/tag/4xNomosWebPhoto_RealPLKSR), trained on the same dataset and in the same way. For more information look into the [4xNomosWebPhoto_RealPLKSR](https://github.com/Phhofm/models/releases/tag/4xNomosWebPhoto_RealPLKSR) release, and the pdf file in its attachments.
+
+Showcase:  
+[Slow Pics 18 Examples](https://slow.pics/s/GkS39XYi)  
+
+![Example1](https://github.com/Phhofm/models/assets/14755670/a9e22515-45e4-4434-93fb-db06c6b5c566)
+![Example2](https://github.com/Phhofm/models/assets/14755670/02ea487d-4d80-43a4-8bb0-b6b85ba0c54f)
+![Example3](https://github.com/Phhofm/models/assets/14755670/4753620c-a8a8-4107-9430-2389ed84dafe)
+![Example4](https://github.com/Phhofm/models/assets/14755670/211d2954-d8be-461d-a80d-21624ef20e49)
+![Example6](https://github.com/Phhofm/models/assets/14755670/ba69ffb8-eba5-4c6a-90bd-f9d661c2a95f)
+![Example8](https://github.com/Phhofm/models/assets/14755670/5a710a4e-fa47-4c82-bd70-66847e75d47d)
+![Example9](https://github.com/Phhofm/models/assets/14755670/6e2fa521-b5a1-4f19-b1e9-d0e9652b4fbb)
+![Example10](https://github.com/Phhofm/models/assets/14755670/6f6416f4-4c9c-489d-805a-c203da2cec6f)
+![Example11](https://github.com/Phhofm/models/assets/14755670/7b81c4ed-85a8-4c3e-9701-dfaac8e3832a)
+![Example13](https://github.com/Phhofm/models/assets/14755670/8454d7fc-8817-4096-800c-efae61beee6b)
+![Example16](https://github.com/Phhofm/models/assets/14755670/3c8095db-eb92-4f7f-9151-0f3a75aae3a0)
+![Example18](https://github.com/Phhofm/models/assets/14755670/4a1e0fb8-c39b-46ce-aaf7-9c3c11712642)