Upscalers

ABDALLALSWAITI/Upscalers

Upscalers is a machine learning model from ABDALLALSWAITI. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.

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Updated Apr 13, 2025

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At a glance

License: apache-2.0
Access: Public
Created: Apr 12, 2025
Updated: Apr 13, 2025
SHA: c80fa53d

Model card

From the Hugging Face model README

Ultimate Upscaler Models Collection

<div align="center"> <img src="assets/white_tiger.jpg" alt="White Tiger - Upscaled with 4xNomos2_hq_dat2.pth" width="500px"> <p><i>White Tiger - Upscaled with 4xNomos2_hq_dat2.pth</i></p> </div>

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.

Directory Structure

Directory	Description
general/	Versatile models for various content types
anime/	Models for anime, manga, and cartoon content
photo/	Models optimized for photorealistic content
text/	Models for text and document upscaling
special/	Models for specific purposes (face enhancement, artifact removal)

Anime Models

Models specialized for anime, manga, and cartoon content:

Model	Scale	Purpose	Description
4xHFA2k_ludvae_realplksr_dysample.pth	4x	Anime Restoration	Removes noise/compression artifacts while upscaling anime content
2x-AnimeSharpV2_MoSR_Sharp.pth	2x	Anime Enhancement	Sharp restoration model for anime content with clean lines
2x-AnimeSharpV2_MoSR_Soft.pth	2x	Anime Enhancement	Soft restoration model for anime content with natural details
4x_Fatality_Comix_260000_G.pth	4x	Comic/Manga	Specialized for comic and manga content with clean line art
4x_NMKD-UltraYandere_300k.pth	4x	Anime Upscaling	High-quality anime upscaler with good color preservation
4x_NMKD-YandereNeoXL_200k.pth	4x	Anime Upscaling	Balanced anime upscaler with detail enhancement
lollypop.pth	4x	Anime Stylization	Stylized anime upscaler with vibrant colors
WaifuGAN_v3_30000.pth	4x	Anime Restoration	Classic anime upscaler with good detail preservation

Photo Models

Models specialized for photorealistic content:

Model	Scale	Purpose	Description
4xNomos2_hq_dat2.pth	4x	Photo Upscaling	High-quality photo upscaler with excellent detail preservation
4xNomos2_realplksr_dysample.pth	4x	Photo Restoration	Removes compression artifacts while upscaling photos
4xNomosWebPhoto_RealPLKSR.pth	4x	Web Photo Enhancement	Specialized for enhancing photos found on the web
4xNomos8kDAT.pth	4x	High-Resolution Photos	For producing extremely detailed photo upscales
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
4x_CountryRoads_377000_G.pth	4x	Landscape Photos	Optimized for natural landscapes and outdoor scenes
4x_RealisticRescaler_100000_G.pth	4x	Realistic Textures	Preserves realistic textures in photographs
4x_Valar_v1.pth	4x	General Photography	All-purpose photo upscaler with good balance
Swin2SR_RealworldSR_X4_64_BSRGAN_PSNR.pth	4x	Real-world Photos	Handles various real-world photo degradations

Special-Purpose Models

Models for specific enhancement tasks:

Model	Scale	Purpose	Description
4xArtFaces_realplksr_dysample.pth	4x	Face Enhancement	Specialized for enhancing faces in artwork and illustrations
1xDeJPG_realplksr_otf.pth	1x	JPEG Artifact Removal	Removes JPEG compression artifacts without upscaling
4x_NickelbackFS_72000_G.pth	4x	Film Scan Enhancement	Optimized for enhancing film scans and analog photos

Text Models

Models specialized for enhancing text in documents, scans, and screenshots:

Model	Scale	Purpose	Description
2x_Text2HD_v.1-RealPLKSR.pth	2x	Text Enhancement	Improves readability of small text in images
8x_NMKD-Typescale_175k.pth	8x	Document Upscaling	Specialized for documents with large text upscaling

General-Purpose Models

Versatile models for various content types:

Model	Scale	Purpose	Description
4x-UltraSharp.pth	4x	Detail Enhancement	High-detail universal upscaler with sharpening
4x_foolhardy_Remacri.pth	4x	Balanced Upscaling	Good balance between sharpness and artifacts
4x_NMKD-Superscale-Artisoftject_210000_G.pth	4x	Artistic Enhancement	Enhances artistic elements while upscaling
4x_NMKD-Superscale-SP_178000_G.pth	4x	General Purpose	All-purpose NMKD upscaler with good quality
4x_NMKDSuperscale_Artisoft_120000_G.pth	4x	Artistic Style	Balanced artistic upscaler with some stylization
8x_NMKD-Superscale_150000_G.pth	8x	Large Upscaling	For significant size increases with good quality
8xPSNR.pth	8x	Clean Upscaling	Produces clean 8x upscales with minimal artifacts
16xPSNR.pth	16x	Extreme Upscaling	For extreme upscaling needs with reasonable quality
A_ESRGAN_Single.pth	4x	Versatile ESRGAN	General-purpose ESRGAN upscaler with good balance
BSRGAN.pth	4x	Blind Super-Resolution	Handles unknown degradations well
BSRNet.pth	4x	Blind Super-Resolution	Non-GAN variant with more neutral results
LDSR_model.ckpt	Variable	Latent Diffusion SR	Latent diffusion-based super-resolution model
Swin2SR_ClassicalSR_X2_64.pth	2x	Clean Upscaling	Clean 2x upscaler with minimal artifacts
Swin2SR_ClassicalSR_X4_64.pth	4x	Clean Upscaling	Clean 4x upscaler with minimal artifacts
001_classicalSR_DF2K_s64w8_SwinIR-M_x2.pth	2x	Classical SR	SwinIR medium model for 2x upscaling
001_classicalSR_DF2K_s64w8_SwinIR-M_x3.pth	3x	Classical SR	SwinIR medium model for 3x upscaling
001_classicalSR_DF2K_s64w8_SwinIR-M_x4.pth	4x	Classical SR	SwinIR medium model for 4x upscaling
001_classicalSR_DF2K_s64w8_SwinIR-M_x8.pth	8x	Classical SR	SwinIR medium model for 8x upscaling
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

Model Selection Guide

Anime Content: For anime, manga, and cartoons, try 4xHFA2k_ludvae_realplksr_dysample.pth for restoration or 4x_NMKD-UltraYandere_300k.pth for general upscaling
Photographs: For photos, try 4xNomos2_hq_dat2.pth or 4xNomos2_realplksr_dysample.pth for JPEG artifacts
Text Documents: For text, try 2x_Text2HD_v.1-RealPLKSR.pth for small text or 8x_NMKD-Typescale_175k.pth for larger upscales
Faces: For face enhancement, try 4xArtFaces_realplksr_dysample.pth
General Use: For versatile upscaling, try 4x-UltraSharp.pth or A_ESRGAN_Single.pth

License: apache-2.0
Created: Apr 12, 2025
Updated: Apr 13, 2025