Esrgan 4x reddit.

Esrgan 4x reddit I can generate the base image in a fraction of the time that its upscaler takes. Welcome to r/aiArt ! A community focused on the generation and use of visual, digital art using AI… I’m away from my fomputer at the moment but I think it’s called UltraSharp_4x. Mangax is actually the name of an esrgan model. Definitely helps reduce the muddiness but it's not that great looking overall, except on some of the walls and clothes where it looks like its nearly redrawn the entire texture. Sometimes models appear twice, for example “4xESRGAN” used by chaiNNer and “4x_ESRGAN” used by Automatic1111. Grab models from the Model Database. pth, 4x-UltraSharp. pth file for each model in the "stable-diffusion-webui\ESRGAN" folder, then restarting the app. SwinIR_4x shows stable average results in all tests. I can't speak to the other checkpoints there but the uploader was using them for manga so they may all be decent for that purpose. Using ESRGAN to add detail without upscaling 4x Hi, I'm new to playing with textures in a game and working with AI so I'm sorry if this was asked before or doesn't make sense. So ESRGAN has been surpassed by quite some time, but has of course the most models trained for it, also specific ones like siax ('sex' - so it shoud perform well on skin since For the most part I've been using latent (nearest-exact) and R-ESRGAN 4x+ Anime6B but with a certain Lora I'm using whenever I use the hires fix it add multiple hands and legs and generally just deforms the body while if there is no hires fix it's pretty normal. Try 4x-AnimeSharp, and 4x_foolhardy for your anime needs. pth Any suggestions? (I'm also getting weird behaviour from Loras. Reply reply jorgamer72 for general test i use R-ESRGAN General 4xV3 , but switch it to one better for art i'm making. My personal favourites (for general purpose upscales) are Lollypop and UltraSharp versions, but there are probably better options. For some reason I'm missing the ESRGAN_4x upscaler in auto1111. Thank you all! Also 'Real-ESRGAN' is the same architecture but it additionally has a pipeline for on the fly degradations during training. I have [R-ESRGAN 4x+ Anime6B][R-ESRGAN 4x+][ESRGAN 4x] Thank you very much, just new to all this (2) RealESRGAN 4x Plus is a popular option but it can be kind of cartoony on some images. So how did we do? One of my first tips to new SD users would be “download 4x Ultrasharp and put it in the models/ESRGAN folder, then change it to your default upscaler for hiresfix and img2img upscaling”. It'll just enhance any artifacts. Insane detail using SD Upscale + 4x UltraSharp + Topaz GigaPixel (zoom in to appreciate detail) Choose an upscaler type. py. Tested Mask blur at values 4-16. 3 denoising, 1. The last settings are to attempt to smooth the results out a bit, but without losing likeness since I use models trained on a specific face. I confirmed that I still have the upscaler I want in the ESRGAN folder: 4x_fatal_Anime_500000_G. /r/StableDiffusion is back open after the protest of Reddit killing open API access, which will bankrupt app developers, hamper /r/StableDiffusion is back open after the protest of Reddit killing open API access, which will bankrupt app developers, hamper moderation, and exclude blind users from the site. It's a 4x upscale, so the LR tiles would be 32x32. ckpt could not be loaded: 'state_dict Be respectful and follow Reddit's Content Policy This Subreddit is a place for and IME completes a 4x upscale within 1-2 seconds. There is a table for what upscaler method is good for certain images like anime, landscape, etc (don't have the link, I mostly do anime and realism), but if I was just responding with this link in another post, weird coincidence. This wouldn't be an issue if not for the fact that all of the "latent" models add a ton of blurring a noise to my images that make them look really bad, whereas using the R-ESRGAN 4x+ Anime6B upscaler results in a rather high quality image when it works properly. 5 and it works a bit better. Tested Seams Fix, but the results were unsatisfactory. Please share your tips, tricks, and workflows for using this software to create your AI art. Prints typically need to be 240-300 DPI, and for poster size prints you might get away down to 150-180 DPI, so it is important to upscale correctly. 750) as second upscaler if your image is noisy. Running one image through the ESRGAN software absolutely maxes my ram and cpu for 5-10 minutes R7 3700x Mangax is actually the name of an esrgan model. Through testing I've found that the R-ESRGAN 4x+ Anime6B Upscaler produces the best results for my use case, though it also has a weird issue: I'd say about 50-75% of the time when using this specific upscaler, the output will be completely black once the completion bar reaches the 50% mark and the upscaling process starts. There are many options, often made for specific applications, see what works for you. Tested Padding values from 16-124. Look at the eyes and the hands! Both may look like a rough sketch of eyes and hands to a human viewer, but to your upscaler they are just random lines that don't represent anything. 13K subscribers in the wirtual community. Since I discovered that images upscaled with 4x-UltraSharp can't be used commercially I switched to Foolhardy Remacri. For example there are a lot of models for pixel art. 250 to 0. Did not know that. Posted by u/RedditTraduction - 1 vote and 1 comment We would like to show you a description here but the site won’t allow us. Reply reply Just put the downloaded files in the models/esrgan folder. What I do is send a rendered image to 'extras' and upscale from there. ) Unfortunately yes, but the difference is extremely significant. In settings-upscaling, select in Select which Real-ESRGAN models to show in the web UI. I also had found reddit when i googled like a post where someone asked for the best free image upscaler, which this post might be helpful, this is how i ended up on reddit. We provide a more handy inference script, which supports 1) tile inference; 2) images with alpha channel; 3) gray images; 4) 16-bit images. 15 that can add details while preserving the original look of the image and really effective when using vae like mse-840000-ema Insane detail using SD Upscale + 4x UltraSharp + Topaz GigaPixel (zoom in to appreciate detail) Get the Reddit app Scan this QR code to download the app now I have found a couple ESRGAN models that work better for manga than waifu2x. Using ESRGAN, specifically the 4x_UltraMix_Balanced model. pth file there by default, if it is, you know it's the correct folder) Voila, done. Reply reply I’ve been using ESRGAN for upscaling, which doesn’t require a prompt. I recommend the R-ESRGAN 4x+ for upscaler 1 and R-ESRGAN 4x+ Anime 6B with a lower visibility (something like 0. 5x to 2x upscale at image generation, then a 2x to 4x upscale in Extras without any issue. 2 or 0. 96268: 30 Note: in AUTOMATIC1111 WebUI, this folder doesn't exist until you use ESRGAN 4x at least once then it will appear so that you can add . until we manifest more! ~ They're already here. Problem is it won't let me upscale image sequences unless i use CUDA, which i can, but it's much slower for me than when i use Vulkan ironically since CUDA is supposed to upscale 4x as fast. I tried a few models and RealESRGAN_x4Plus Anime 6B was the one that performed best on the few images I tried, and WaifuXL did do a little bit better here. Once thing I haven't been able to find a solution to is how to add upscalers (e. 4x_NMKD-Siax_200k. We also sometime talk about other canon equipment such as printers. But this is more for model training, concerning the code for running the model there is no difference in ESRGAN or Real-ESRGAN). I've found that Universal Upscaler v2 works well for landscapes and generates good details. 225K subscribers in the aiArt community. R-ESRGAN continues to have the heaviest 3D effect, and slightly desaturates reds. " 4x_NMKD-Siax_200k and 4x-Ultrasharp are pretty good general-purpose upscalers, LDSR is good for realism, but slow, and R-ESRGAN 4x+ Anime6B is good for flat images with clean lines (eg anime). UltraSharp is the best for photos. I didn't get to use this model with InvokeAI based GUI :(Constantly the same errors when trying to use merged models: ** model THIS-MODEL-NAME. I am still very new at Automatic1111 so I likely have missed some sort of basic setting but searched under the Upscaler menu in Settings and nothing came up even after ticking all the other models. For now, I just recommend to use the old ESRGAN version. i've tried both and Real-ESRGAN gives me much better results for what i need it for. Very odd stuff. Also, ESRGAN-4x output looks very different and noisy when upscaling a very lowres image compared to a higher rez base image, see image #1 & #3. Basically it looks at a low res image and guesses what a high res image would look like. pth file for each model in the ESRGAN folder, then restarting the app. It contains the 4x_foolhardy_Remacri. . g. I click on a Lora in the list, and it inserts the Lora name of a different one. Essentially the process that is described in the workflow is for generative upscaling, where you already have an image that is somewhat large (over 500 px), so that when you denoise and then upscale with ultimate SD upscale, it has some detail to work on. I will look forward to checking out the NMKD model and see if it is good. Does anyone have any idea? ps: I mean the upscale in text2img ps2: The one I used is R-ESRGAN 4x+Anime6B This is part #2 of a simple 4x upscale test from 512x512 to 2048 x 2048 using several popular upscalers: SwinIR, Remacri, Valar, UltraSharp, LDSR. The supposed "larger version" is from the link on this page leading to a paywalled file sharing site. 2 and 1. Yes, Real-ESRGAN does that, and it's one reason I dislike it and don't get why it (and 4x Foolhardy Remacri) are so popular. And I've unfortunately stooped to the level of creating autoIt commands to try and automate this process, but any minor setting difference or window size difference can cause the app to bomb and it is really quite unreliable. I was able to extract textures from a game I want to enhance the images in. Welcome to the unofficial ComfyUI subreddit. So if you are starting at 1920x1080, and want to go to 2560x1440 (for example), just go through this process: ESRGAN is the most visibly effective of the 3 upscalers but also more prone to adding fake detail and over sharpening. R-ESRGAN 4x+Anime6B Allegedly does a great job with non-realistic / flat / 2D stuff like Anime (as the name suggests), cartoon or other illustration styles. Esrgan is a neural network that is designed to upscale images. this time need really experiment to find best value for good result. This post has a screenshot showing the contents of the 137 MB file. The screenshot included is for the 4x model. I would never, ever recommend the 2x model. The models used for that image are included underneath each image. I have seen people uploading 1 upscaler at a time to civit which is not only inefficient it spams the feed (and theyre just farming likes it seems). /r/StableDiffusion is back open after the protest of Reddit killing open API access, which will bankrupt app developers, hamper moderation, and exclude blind users from the site. I'm playing around with Forge UI. To use ESRGAN models, put them into ESRGAN directory in the same location as webui. 97: 0. I think you will get dramatically better outputs, use it at 10x hires steps at 0. no, the downscale is basically free. After ESRGAN which is from 2018 there was SwinIR, then HAT, then SRFormer and then DAT, if we go with capable networks, in my opinion, or these were the ones i liked. 3 I've resorted to lowering the upscale factor to around 1. Also tried Remacri and Remacri Smooth but the results are the same with the harsh lines. Part #1 is over here (including BSRGAN, Lollypop). But I don't know how it works so I have no idea how to recreate the workflow. I have gotten really good results using the R-ESRGAN 4x+ upscaler in the "hires fix" step of the initial image generation, but it takes a HUGE amount of time (M1 Pro Max with 64GB ram). Eventually, you hit the limit of your video card. Lanczos, Nearest, LDSR, ESRGAN_4x, ScuNET GAN, ScuNET PSNR, SwinIR 4x. Anyone smarter than me know the answer to that one? ta /r/StableDiffusion is back open after the protest of Reddit killing open API access, which will bankrupt app developers, hamper moderation, and exclude blind users from the site. I've found that "Universal Upscaler v2", "Remacri", and "NMKD Siax" all work well for most things /r/StableDiffusion is back open after the protest of Reddit killing open API access, which will bankrupt app developers, hamper moderation, and exclude blind users from the site. 5-2x resolution. nothing else done on this one; just a test. May 26, 2023 · R-ESRGAN 4x+ looks good for anime but is still not enough good for art. Same thing with 4x, YandereNeoXL is vastly better at keeping details. 5, Ultimate SD À mon humble avis, 4x-UltraSharp et 4x_NMKD-Siax_200k sont très similaires, mais ESRGAN donne un résultat moins net (regardez la fourrure devant), et ajoute également des artefacts (sous le gant gauche et près de la chaussure) J'ai utilisé une force de débruitage de 0,4 pour rendre la différence plus visible SwinIR is quite interesting since it looks pretty decent, imo it's like 4x-UltraSharp but softer. 5 + new VAEs. i may be making the wrong question, but i would like to know your opinion. If its not, then select "none" as second upscaler. ESRGAN_4x: 7. List of outputs / upscaling models used: Prompts: Same as above, Steps: 50, Sampler: DPM++ 2M Karras, CFG scale: 7, Seed: 892277028 (Maintain the same seed as previous), Size: 512x768, Model: lyriel_v15 , Clip skip: 2, Restore Faces: OFF, Denoising Strength: 0. 7). Real-ESRGAN has been great for getting over the uncanny valley of weird eyes, noses, etc. Note: in AUTOMATIC1111 WebUI, this folder doesn't exist until you use ESRGAN 4x at least once then it will appear so that you can add . But in SDXL, I find the ESRGAN models tend to oversharpen in places to give an uneven upscale. Ran the 720x720 generated image through each scaler at 4x, then cropped out the eye (as IMO it's a good way to judge on photoreal stuff). fix (A1 default denoise for example is 0. That makes ESRGAN a lot less powerful. KSampler (1) -> VAE Decode -> Upscale Image (using Model) -> Upscale Image By (to downscale the 4x result to desired size) -> VAE Encode -> KSampler (2) In the KSampler (2) you put the same values than you see in A1111 when you expand the hires. I found out that A1111's ESRGAN upscalers would split image into tiles for upscaling. Learn comparisons, benefits, and usage tips for optimal results. Also, you can use Face Restoration here too. The model zoo in Real-ESRGAN. Upscaled pictures ESRGAN_4x Workflow Not Included Locked post. 4 to make the difference more noticeable In this case, yes the upscaler matters, but there isn't really a "best. pth) to the options for Hires Fix operation. Real-ESRGAN is a successor to ESRGAN, made to work better with real-world image degradation. Hello, I'm just wondering if I need to do all of this (CUDA, Visual Studio) for ESRGAN to work or is it already good to go in Stable Diffusion. I’ve checked out the upscale wiki, but trying to see if there are more real esrgan models out in the wild for restoring or upscaling anime. Choose an upscaler type. In SD 1. I was using 4x-UltraSharp for Photorealistic and 4x fatal anime 50000 g for digital art and anime. (2x upscale by R-ESRGAN 4x+) So I finally tested the new version of ESRGAN. In the Real-ESRGAN repo, You can still use the original ESRGAN model or your re-trained ESRGAN model. 4, Script: Ultimate SD Upscale, Ultimate SD Target Size Type: Scale from image size, Ultimate SD Scale: 2. How come images come out blurry/low-res even after a 4x upscale with ESRGAN_4X? I added words to the prompt like "HD, 4k" and "noise, grain, lowres" to negative but it still comes out this way. You could have it scale 4x, and then reformat that down to whatever scale you need. That means that models like the JPG or BC1 artifact removal models no longer work with the new version. Aug 22, 2023 · 在Stable Diffusion WebUI中，我们提供了多种upscaler供选择，包括LDSR、BSRGAN、ESRGAN_4x、R-ESRGAN-General-4xV3、R-ESRGAN-General-WDN-4xV3、R-ESRGAN-AnimeVideo、R-ESRGAN-4x+、R-ESRGAN-4x±Anime6B、ScuNET-GAN、ScuNET-PSNR、SwinIR_4x。 下面是一些Reddit网友对各种upscaler进行比较的总结： LDSR：适合真人 It is very clear if you zoom in that there is 4x the detail. I got this problem that I can't reproduce similar result in ComfyUI. And is R-ESRGAN 4x+ an improvement on ESRGAN_4x, or are they completely different? Thanks. I prefer BSRGAN, or better, 4x Ultrasharp. 3. I recommend downloading some alternate models and putting the . Mar 17, 2025 · Discover how ESRGAN 4x enhances image quality. The problem here seems to be that your original image is unclear in many details. My goto upscale method for Hires Fix in SDXL is good old Lanczos which gives me a clean and even upscale. Then I split the image with ImageMagick, feed the results back into Img2Img, and patch back up with PS. Have tried putting them here \webui_forge_cu121_torch21\webui\models\RealESRGAN but to no avail. The community has up to 16x upscale (if I remember correctly) and 8x is pretty common. Please keep posted images SFW. ESRGAN 4x+ are tiled upscalers by default. I use the esrgan 4x+, I tried and noticed some samplers and even some models with loRA, not sure, sometimes they end up worse or have that weird noise issue (latent, older kareass, etc). 5x then using the 4x upscaler will create an intermediate image 14360x8640 and that step takes a huge amount of time. Is there a faster way to upscale images using R-ESRGAN? Also, is the anime version better for anime or is the regular version just fine? IMHO, 4x-UltraSharp and 4x_NMKD-Siax_200k are very similar, but ESRGAN gives a less sharp (look at the fur in front) result, and also adds artifacts (under the left glove and near the shoe) I used denoising strength 0. Increased Tile width - higher Tile width reduced the severity of the Seams but they're still prominent. If it has a flaw it's that it makes things a bit "statickly" / made of points, but that's okay when running it through a SD upscaler script, as that readily converts to fine - Running ESRGAN 2x+ twice produces softer/less realistic fine detail than running ESRGAN 4x+ once - LDSR 2x scaling is implemented as downsampling to half res then scaling up by 4x, so some information is lost. New comments cannot be posted. RealESRGAN 4x+ is one option but it can be kind of cartoony. pth files to it. Try ESRGAN_4x or SwinIR_4x. This is a complete (as of today) collection of hundreds of ESRGAN upscalers for all types of different applications. 4x_NMKD-Siax_200k is good for detailed art and photorealistic (for photos too) but this result is not enough good for art or anime. pth extension. A file will be loaded as a model if it has . THEN run the ESRGAN upscale (if you feel a need). Also, the ESRGAN paper specifically talks about a batch size of 16, with the HR dataset being split into 128x128 tiles. 2, CodeFormer weight: 0 225K subscribers in the aiArt community. Get SD to give you as much resolution as you can, and then as a last step, do the 4x. Resize: 4x Upscaler 1: 4x-UltraSharp. But if you have a large image to start with, say 3840x2160 and you want to upscale by, say, 1. pth file in the correct ESRGAN folder, restarted the webUI. This is even more important if you are doing inpainting afterward. R-ESRGAN 4x+ Anime6B, 0. We would like to show you a description here but the site won’t allow us. SD Upscale: R-ESRGAN 4x+ Anime6B Videocard: 4 Gb of VRAM (GeForce GTX 1650) And after Stable Diffusion update (around May 2-nd) I started getting error: ESRGAN_4x Reply reply /r/StableDiffusion is back open after the protest of Reddit killing open API access, which will bankrupt app developers, hamper moderation It's possible to use ESRGAN models on the Extras tab, as well as in SD upscale. Sounds like the multipurpose choice? Maybe. In all of my testing between the most popular upscalers, my best results come from a 1/2 or full (depending on scene, going full could add too many artifacts) LDSR upscale to maintain most of the original details while adding, and then going Remacri after that in chaiNNer for super high resolution projects, for the best balance between sharpness and less color degradation. I remember checking out the ESRGAN models from the game upscale community, but the models there just haven't been very good, not anything close to what you see in the ESRGAN paper. Subreddit dedicated to the MOST clutch trackmania player /r/StableDiffusion is back open after the protest of Reddit killing open API access, which will bankrupt app developers, hamper moderation, and exclude blind users from the site. Then to the extras tab to upscale again by 2x for a total 4x upscale. 7 denoising strength, but it happens on all the upscalers I use such as remacri and on realistic photos aswell Reply reply zoupishness7 Welcome to reddit's home for discussion of the Canon EF, EF-S, EF-M, and RF Mount interchangeable lens DSLR and Mirrorless cameras, and occasionally their point-and-shoot cousins. i sort of picked a prompt similar to what i saw in the video just for fun; tutorial / info here: 4x- Ultra Upscale by Olivio Sarikas For ESRGAN models, see this list. With Automatic 1111 I would also get those ugly lines but there I can add GFPGAN and CodeFormer to compensate so that on a tood the the result is identical, only bigger -- 512x768 image - Sampling: Euler a - Upscaler: ESRGAN_4x - Steps: 30 - Denoising Strength: 5. I would love to hear any tips from Mac users on how they improve their upscaling performance speed. Can't believe the improvement with SD 1. With the new version you are unable to use or update models with a scale other than 4. 0 and I’m curious if I can use it without a prompt so I can batch process a bunch of images. ESRGAN has been around for 5 years, meaning there are a lot of trained models for it. However on anime screencaps it does perform well. Upscaler 2: 4x_foolhardy_Remacri (at 50% visibility) CodeFormer visibility: about 50% CodeFormer weight: about 0. Move it over to Stable Diffusion > stable-diffusion-webui > models > ESRGAN directory (there should be an ESRGAN_4x. With Automatic 1111 I would also get those ugly lines but there I can add GFPGAN and CodeFormer to compensate so that on a tood the the result is identical, only bigger Also 'Real-ESRGAN' is the same architecture but it additionally has a pipeline for on the fly degradations during training. MangaScaleV3 and 4x_eula I have a 2060 super with 8GB of VRAM and run a 1. Real-ESRGAN is a machine learning model that upscales an image with minimal loss in quality. So I downloaded the 4x-Upscaler . WD14 captioner is also part of the Kohya-ss LoRa training scripts and GUI, which can also be run offline locally. I might suggest 4X ESRGAN is a better use case for this image. , in raw SD output, but it also gives everything a samey, airbrushed effect, and can have unpredictable effects on non-face parts of an image (here most notably the fabrics in the middle row). Uploaded an image to Img2img tab, scrolled down and under the script menu selected the Ultimate SD upscale option. Overall I would pick either ESRGAN-4x or 4x-UltraSharp depending on my likings. PPI is a display (monitor/internet) standard ONLY, while DPI is what printers need sorted. 100% this! The only exception is anime-style images where 4x-AnimeSharp is better (because the last thing they usually need is these small details lol), but for anything else ESRGAN is the king, nothing else is even close in comparison. 96268: 30 4x-UltraSharp and SwinIR_4x, sometimes R-ESRGAN 4x+ Anime6B Im using automatic1111 on a 3090ti in case any of that matters Reply reply More replies More replies Looking for specialized Real ESRGAN models for anime, using real esrgan ncnn vulkan. I'm been waiting for a 4x anime upscaler since SRGAN but I'm surprised there hasn't been any. /r/StableDiffusion is back open after the protest of Reddit killing Experimented with different Upscalers (Remacri, Ultrasharp, NMKD Superscale, ESRGAN 4x, SwinR4x). It will be a near perfect copy of your original image. Topaz gigapixel is like 5x better quality compared to real ESRGAN. Here is the example (downsized for reddit, but full version with the next two links). How do I get it or show it? Should it be there by default? I've added R-ESRGAN 4x+, and that shows fine, but I'm not seeing ESRGAN_4x. You definitely don't want to run the 4x upscalers twice. pth that we already have, plus 4x_foolhardy_Remacri_ExtraSmooth, and some random Extras - upscaler: R-ESRGAN 4x+ Anime6B Img2img - U. Was playing around with RealisticVision and wanted to see which Scaler looked best, so I made this comparison. pth and placed it in the model/ESRGAN folder but after reloading and all that it still doesn't appear under upscalers. Both the ESRGAN and R-ESRGAN models are this size. 5, using one of ESRGAN models usually gives a better result in Hires Fix. 2, CodeFormer weight: 0 R-ESRGAN upscaler and WD14 captioners are included in base A1111 UI, which can be installed and run locally and offline. use sd upscale (Tile overlap) 32 Scale Factor 2 (Denoising) 0. Yay!!! It's so strange that there's so few photos on the internet of Neville that is. People can make different models for it so that you can have it upscale different things. Not all models from the database are supported. The lighting, the eyes, the teeth it's unbelievable. All questions and photographic experience levels welcome! SD Upscaler doesn't just upscale the picture like Photoshop would do (which you also can do in automatic1111 in the "extra" tab), they regenerate the image so further new detail can be added in the new higher resolution which didn't exist in the lower one. (Requires restart) the option R-ESRGAN 4x+ Yesterday I dind't find this option, and I did my test without ESRGAN upscaler, that is the reason the result was blurry. Posted by u/EarthquakeBass - 4 votes and 4 comments Also of note, I tested both the 2x and 4x BSRGAN models. All 2x models are most likely not /r/StableDiffusion is back open after the protest of Reddit killing open API access, which will bankrupt app developers, hamper moderation, and exclude blind users from the site. If I manually correct the name in the prompt it works fine. A 1024 x 1024 picture is the same dimensions at any DPI. 2-0. The 2x model produces considerable blur, even if the final target resolution is 2x. Downloaded the 4x Ultrasharp upscaler, pasted the . You can adjust in Settings. I used a mix of 2 and a few other settings: Postprocess upscale by: 2, Postprocess upscaler: R-ESRGAN 4x+ Anime6B, Postprocess upscaler 2: ESRGAN_4x, CodeFormer visibility: 0. I’d like to try the 4x upscaler from SD 2. I have a lot of images (in the thousands to ten-thousands) that I want to upscale using R-ESRGAN 4x, but I'm worried that would take forever. Jul 18, 2011 · 主题36995079 Topic Post by 不朽小岛 (2023-07-13 15:42): 4X-Ultrasharp真的比R-ESRGAN 4X+好吗？ 大家。 我觉得一样呀。 这几个现代upscaler其实都差不多，只能说风格不同，谈不上好坏 比如 4X-Ultrasharp 倾向于保留更多细节，但是画面会脏脏的，ESRGAN-6B 倾向于抹除杂乱的纹理来保持画面干净 看你的需求和洗好了，不 We would like to show you a description here but the site won’t allow us. The implementation is a derivative of the Real-ESRGAN-x4plus architecture, a larger and more powerful version compared to the Real-ESRGAN-general-x4v3 architecture. For the second upscale to 4k you're free to choose anything but hires fix requires ESRGAN. qywiai tiew ulonvn oklvi czxuq txwipw jsevw nqyv hnhfmm vzilkzg