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  1. LICENSE +24 -0
  2. README.md +113 -3
  3. anime/2x-AnimeSharpV2_MoSR_Sharp.pth +3 -0
  4. anime/2x-AnimeSharpV2_MoSR_Soft.pth +3 -0
  5. anime/4xHFA2k_ludvae_realplksr_dysample.pth +3 -0
  6. anime/4x_Fatality_Comix_260000_G.pth +3 -0
  7. anime/4x_NMKD-UltraYandere_300k.pth +3 -0
  8. anime/4x_NMKD-YandereNeoXL_200k.pth +3 -0
  9. anime/WaifuGAN_v3_30000.pth +3 -0
  10. anime/lollypop.pth +3 -0
  11. assets/README.md +11 -0
  12. assets/white_tiger.jpg +1 -0
  13. general/001_classicalSR_DF2K_s64w8_SwinIR-M_x2.pth +3 -0
  14. general/001_classicalSR_DF2K_s64w8_SwinIR-M_x3.pth +3 -0
  15. general/001_classicalSR_DF2K_s64w8_SwinIR-M_x4.pth +3 -0
  16. general/001_classicalSR_DF2K_s64w8_SwinIR-M_x8.pth +3 -0
  17. general/003_realSR_BSRGAN_DFO_s64w8_SwinIR-M_x2_GAN-with-dict-keys-params-and-params_ema.pth +3 -0
  18. general/16xPSNR.pth +3 -0
  19. general/4x-UltraSharp.pth +3 -0
  20. general/4x_NMKD-Superscale-Artisoftject_210000_G.pth +3 -0
  21. general/4x_NMKD-Superscale-SP_178000_G.pth +3 -0
  22. general/4x_NMKDSuperscale_Artisoft_120000_G.pth +3 -0
  23. general/4x_foolhardy_Remacri.pth +3 -0
  24. general/8xPSNR.pth +3 -0
  25. general/8x_NMKD-Superscale_150000_G.pth +3 -0
  26. general/A_ESRGAN_Single.pth +3 -0
  27. general/BSRGAN.pth +3 -0
  28. general/BSRNet.pth +3 -0
  29. general/LDSR_model.ckpt +3 -0
  30. general/Swin2SR_ClassicalSR_X2_64.pth +3 -0
  31. general/Swin2SR_ClassicalSR_X4_64.pth +3 -0
  32. photo/003_realSR_BSRGAN_DFOWMFC_s64w8_SwinIR-L_x4_GAN-with-dict-keys-params-and-params_ema.pth +3 -0
  33. photo/4xNomos2_hq_dat2.pth +3 -0
  34. photo/4xNomos2_realplksr_dysample.pth +3 -0
  35. photo/4xNomos8kDAT.pth +3 -0
  36. photo/4xNomosWebPhoto_RealPLKSR.pth +3 -0
  37. photo/4x_CountryRoads_377000_G.pth +3 -0
  38. photo/4x_RealisticRescaler_100000_G.pth +3 -0
  39. photo/4x_Valar_v1.pth +3 -0
  40. photo/Swin2SR_RealworldSR_X4_64_BSRGAN_PSNR.pth +3 -0
  41. requirements.txt +10 -0
  42. special/1xDeJPG_realplksr_otf.pth +3 -0
  43. special/4xArtFaces_realplksr_dysample.pth +3 -0
  44. special/4x_NickelbackFS_72000_G.pth +3 -0
  45. text/2x_Text2HD_v.1-RealPLKSR.pth +3 -0
  46. text/8x_NMKD-Typescale_175k.pth +3 -0
LICENSE ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ MIT License
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+
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+ Copyright (c) 2024 Ultimate Upscaler Models Collection
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+
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+ Permission is hereby granted, free of charge, to any person obtaining a copy
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+ of this software and associated documentation files (the "Software"), to deal
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+ in the Software without restriction, including without limitation the rights
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+ to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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+ copies of the Software, and to permit persons to whom the Software is
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+ furnished to do so, subject to the following conditions:
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+
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+ The above copyright notice and this permission notice shall be included in all
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+ copies or substantial portions of the Software.
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+
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+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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+ SOFTWARE.
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+
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+ Note: This license applies to the collection as a whole. Individual models may have
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+ their own licenses - please check the documentation for each model.
README.md CHANGED
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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # Ultimate Upscaler Models Collection
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+
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+ <div align="center">
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+ <img src="../assets/white_tiger.jpg" alt="White Tiger - Upscaled with 4xNomos2_hq_dat2.pth" width="500px">
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+ <p><i>White Tiger - Upscaled with 4xNomos2_hq_dat2.pth</i></p>
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+ </div>
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+
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+ This repository contains a comprehensive collection of upscaler models organized by their primary purpose. The models are compatible with ComfyUI's Ultimate Upscaler node and other popular frameworks.
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+
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+ ## Directory Structure
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+
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+ | Directory | Description |
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+ |-----------|-------------|
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+ | general/ | Versatile models for various content types |
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+ | anime/ | Models for anime, manga, and cartoon content |
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+ | photo/ | Models optimized for photorealistic content |
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+ | text/ | Models for text and document upscaling |
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+ | special/ | Models for specific purposes (face enhancement, artifact removal) |
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+
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+ ## Anime Models
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+
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+ Models specialized for anime, manga, and cartoon content:
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+
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+ | Model | Scale | Purpose | Description |
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+ |-------|-------|---------|-------------|
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+ | 4xHFA2k_ludvae_realplksr_dysample.pth | 4x | Anime Restoration | Removes noise/compression artifacts while upscaling anime content |
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+ | 2x-AnimeSharpV2_MoSR_Sharp.pth | 2x | Anime Enhancement | Sharp restoration model for anime content with clean lines |
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+ | 2x-AnimeSharpV2_MoSR_Soft.pth | 2x | Anime Enhancement | Soft restoration model for anime content with natural details |
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+ | 4x_Fatality_Comix_260000_G.pth | 4x | Comic/Manga | Specialized for comic and manga content with clean line art |
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+ | 4x_NMKD-UltraYandere_300k.pth | 4x | Anime Upscaling | High-quality anime upscaler with good color preservation |
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+ | 4x_NMKD-YandereNeoXL_200k.pth | 4x | Anime Upscaling | Balanced anime upscaler with detail enhancement |
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+ | lollypop.pth | 4x | Anime Stylization | Stylized anime upscaler with vibrant colors |
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+ | WaifuGAN_v3_30000.pth | 4x | Anime Restoration | Classic anime upscaler with good detail preservation |
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+
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+ ## Photo Models
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+
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+ Models specialized for photorealistic content:
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+
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+ | Model | Scale | Purpose | Description |
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+ |-------|-------|---------|-------------|
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+ | 4xNomos2_hq_dat2.pth | 4x | Photo Upscaling | High-quality photo upscaler with excellent detail preservation |
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+ | 4xNomos2_realplksr_dysample.pth | 4x | Photo Restoration | Removes compression artifacts while upscaling photos |
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+ | 4xNomosWebPhoto_RealPLKSR.pth | 4x | Web Photo Enhancement | Specialized for enhancing photos found on the web |
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+ | 4xNomos8kDAT.pth | 4x | High-Resolution Photos | For producing extremely detailed photo upscales |
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+ | 003_realSR_BSRGAN_DFOWMFC_s64w8_SwinIR-L_x4_GAN-with-dict-keys-params-and-params_ema.pth | 4x | Photo Restoration | Advanced restoration for degraded photographs |
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+ | 4x_CountryRoads_377000_G.pth | 4x | Landscape Photos | Optimized for natural landscapes and outdoor scenes |
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+ | 4x_RealisticRescaler_100000_G.pth | 4x | Realistic Textures | Preserves realistic textures in photographs |
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+ | 4x_Valar_v1.pth | 4x | General Photography | All-purpose photo upscaler with good balance |
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+ | Swin2SR_RealworldSR_X4_64_BSRGAN_PSNR.pth | 4x | Real-world Photos | Handles various real-world photo degradations |
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+
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+ ## Special-Purpose Models
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+
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+ Models for specific enhancement tasks:
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+
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+ | Model | Scale | Purpose | Description |
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+ |-------|-------|---------|-------------|
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+ | 4xArtFaces_realplksr_dysample.pth | 4x | Face Enhancement | Specialized for enhancing faces in artwork and illustrations |
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+ | 1xDeJPG_realplksr_otf.pth | 1x | JPEG Artifact Removal | Removes JPEG compression artifacts without upscaling |
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+ | 4x_NickelbackFS_72000_G.pth | 4x | Film Scan Enhancement | Optimized for enhancing film scans and analog photos |
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+
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+ ## Text Models
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+
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+ Models specialized for enhancing text in documents, scans, and screenshots:
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+
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+ | Model | Scale | Purpose | Description |
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+ |-------|-------|---------|-------------|
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+ | 2x_Text2HD_v.1-RealPLKSR.pth | 2x | Text Enhancement | Improves readability of small text in images |
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+ | 8x_NMKD-Typescale_175k.pth | 8x | Document Upscaling | Specialized for documents with large text upscaling |
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+
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+ ## General-Purpose Models
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+
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+ Versatile models for various content types:
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+
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+ | Model | Scale | Purpose | Description |
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+ |-------|-------|---------|-------------|
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+ | 4x-UltraSharp.pth | 4x | Detail Enhancement | High-detail universal upscaler with sharpening |
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+ | 4x_foolhardy_Remacri.pth | 4x | Balanced Upscaling | Good balance between sharpness and artifacts |
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+ | 4x_NMKD-Superscale-Artisoftject_210000_G.pth | 4x | Artistic Enhancement | Enhances artistic elements while upscaling |
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+ | 4x_NMKD-Superscale-SP_178000_G.pth | 4x | General Purpose | All-purpose NMKD upscaler with good quality |
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+ | 4x_NMKDSuperscale_Artisoft_120000_G.pth | 4x | Artistic Style | Balanced artistic upscaler with some stylization |
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+ | 8x_NMKD-Superscale_150000_G.pth | 8x | Large Upscaling | For significant size increases with good quality |
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+ | 8xPSNR.pth | 8x | Clean Upscaling | Produces clean 8x upscales with minimal artifacts |
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+ | 16xPSNR.pth | 16x | Extreme Upscaling | For extreme upscaling needs with reasonable quality |
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+ | A_ESRGAN_Single.pth | 4x | Versatile ESRGAN | General-purpose ESRGAN upscaler with good balance |
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+ | BSRGAN.pth | 4x | Blind Super-Resolution | Handles unknown degradations well |
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+ | BSRNet.pth | 4x | Blind Super-Resolution | Non-GAN variant with more neutral results |
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+ | LDSR_model.ckpt | Variable | Latent Diffusion SR | Latent diffusion-based super-resolution model |
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+ | Swin2SR_ClassicalSR_X2_64.pth | 2x | Clean Upscaling | Clean 2x upscaler with minimal artifacts |
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+ | Swin2SR_ClassicalSR_X4_64.pth | 4x | Clean Upscaling | Clean 4x upscaler with minimal artifacts |
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+ | 001_classicalSR_DF2K_s64w8_SwinIR-M_x2.pth | 2x | Classical SR | SwinIR medium model for 2x upscaling |
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+ | 001_classicalSR_DF2K_s64w8_SwinIR-M_x3.pth | 3x | Classical SR | SwinIR medium model for 3x upscaling |
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+ | 001_classicalSR_DF2K_s64w8_SwinIR-M_x4.pth | 4x | Classical SR | SwinIR medium model for 4x upscaling |
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+ | 001_classicalSR_DF2K_s64w8_SwinIR-M_x8.pth | 8x | Classical SR | SwinIR medium model for 8x upscaling |
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+ | 003_realSR_BSRGAN_DFO_s64w8_SwinIR-M_x2_GAN-with-dict-keys-params-and-params_ema.pth | 2x | Real-world SR | SwinIR medium GAN model for real-world images |
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+
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+ ## Using with ComfyUI Ultimate Upscaler
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+
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+ These models are compatible with ComfyUI's Ultimate Upscaler node. When using them:
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+
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+ 1. Select the appropriate model based on your content type
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+ 2. Adjust the denoise strength based on the content:
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+ - Lower (0.2-0.4) for preserving details, line art, and textures
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+ - Moderate (0.4-0.6) for general content
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+ - Higher (0.6-0.8) for smoother results and noise removal
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+ 3. Enable tile processing for large images with appropriate overlap (64-128 pixels)
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+
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+ ## Model Selection Guide
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+
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+ - **Anime Content**: For anime, manga, and cartoons, try `4xHFA2k_ludvae_realplksr_dysample.pth` for restoration or `4x_NMKD-UltraYandere_300k.pth` for general upscaling
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+ - **Photographs**: For photos, try `4xNomos2_hq_dat2.pth` or `4xNomos2_realplksr_dysample.pth` for JPEG artifacts
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+ - **Text Documents**: For text, try `2x_Text2HD_v.1-RealPLKSR.pth` for small text or `8x_NMKD-Typescale_175k.pth` for larger upscales
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+ - **Faces**: For face enhancement, try `4xArtFaces_realplksr_dysample.pth`
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+ - **General Use**: For versatile upscaling, try `4x-UltraSharp.pth` or `A_ESRGAN_Single.pth`
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+ # Assets Directory
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+
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+ This directory contains assets used in the documentation, such as example images and screenshots.
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+
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+ ## Contents
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+
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+ - Example upscaled images
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+ - Comparison images
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+ - Icons and other visual assets
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+
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+ These assets are referenced in the README files throughout the repository.
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