Sd best upscaler

It's definitely sharper, but we are still miles away from the quality of image upscalers. I have switched over to the Ultimate SD Upscale as well and it works the same for the most part, only with better results. Which one is better will depend on Ultimate SD Upscale extension for AUTOMATIC1111 Stable Diffusion web UI. Feb 28, 2024 · Other general-purpose upscalers like Universal Upscaler v2 Sharp and 4x UltraSharp offer varying results based on the need for sharpness and details. May 16, 2024 · Uncover the power of Stable Diffusion's MultiDiffusion extension; the ultimate free tool for adding detail and upscaling images to perfection. This is honestly the more confusing part. The image quality falls short of greatness. Go to Basic Options and click the drop-download menu of video resolution, then choose 3840 x 2160 under Width & Height. Very last pull down at the bottom (scripts) choose SD upscale. 95 per month, $79 for one year, $119 for 24 months, or Dec 7, 2018 · The Sony’s are typically rated the best for upscaling. It is used to enhance the resolution of input images by a factor of 4. If you want something fast (aka, not LDSR) for general photorealistic images, I'd recommend 4x Ultrasharp (from the repo Loud linked). [deleted] •. SuperImage. Img2img with denoise between 0. Creating Starting Image (A1111) 4. It works by denoising the latent image noise directly conditioned on the low-resolution image. Vance AI is a one-of-a-kind image upscaler tool that lets you scale your image up by 800%. Complement it with the SD Upscale script that pairs upscaling with an image-to-image detail enhancement. The Stable Diffusion x4 Upscaler (SD x4 Upscaler) is a Latent Diffusion model used for upscaling images by a factor of 4. Then we take a deep Dive into A1111, Img2Img, ControlNet Tile Preprocessor + Ultimate SD Upscaler + 4x UltraSharp. com) See also: ComfyUI - Ultimate SD Upscaler Tutorial. Ultimate SD upscale padding: 128. Unlike online AI image upscaler tools, SuperImage is a fantastic app that allows you to upscale an image locally on your device, and that too without an internet connection. So how did we do? SwinIR is still really good, having a good balance between realism and sharpness. In the prompt box, type in a description of the image you want to upscale. I’ve tested a bunch of flat-screen’s and the best I’ve seen so far averaged about 2 frames of lag. Detail Enhancement with SD Upscale Merely using an upscaler is not the ultimate solution. For both models, you’ll find the download link in the ‘Files and Versions’ tab. Load the AI upscaler workflow by dragging and dropping the image to ComfyUI or using the Load button to load. Stable Diffusion x2 latent upscaler model card. Not that odd, since 'Ultimate SD upscale' uses the same prompt for every tile. I now need to get them upscaled. 10. In the Target size type dropdown menu, select Scale from image size. It pairs nicely with the tiled img2img SD Upscale script, too. Introduction 2. 5, don't need that many steps. May 6, 2023 · 4) Ultimate SD Upscale. Jan 12, 2024 · 4x-AnimeSharp is a cutting-edge anime upscaler model that combines the best features of 4x-UltraSharp and 4x-TextSharp-v0. Nov 23, 2023 · But this isn’t how SD works. support for stable-diffusion-2-1-unclip checkpoints that are used for generating image variations. ↑ Node setup 1: Generates image and then upscales it with USDU (Save portrait to your PC and then drag and drop it into you ComfyUI interface and replace prompt with your's, press "Queue Prompt") ↑ Node setup 2: Upscales any custom image If you want to generate really high resolution images (4k and above) the best bet is to use PatchModelAddDownscale to generate at 2k, then run that image through ultimate SD upscaler - though it should be noted that I've been able to generate desktop wallpaper sized images (3440X1440) directly using PatchModelAddDownscale. Adetailer extension for face specifically. All strategies can generate high-quality large images. #2. Settings: Target size type: set to Scale from image size, select 8 (4k) or 4 (2k) Upscaler: Select 4x-UltraSharp, or your preferred upscaler. Note the high tile width and height, padding and mask blur - all attempts to mitigate the issue, and it has definitely helped a lot from the base settings (especially changing from linear to chess actually). Ultimate SD upscale is great for upscaling but not when it's a tiling image/texture, in my experience. Such versions can easily cope with displaying content at 60fps. The Stable Diffusion upscaler diffusion model was created by the researchers and engineers from CompVis, Stability AI, and LAION. 2 or so) to keep most of the source image intact. Click on the download icon and it’ll download the models. Jul 9, 2023 · 1. At the moment, it is by far the sharpest way to play your analog consoles via HDMI, offering tons of options, 2x 480p (960p) and up to 5x 240p (1080p!). Or use script SD Upscale. Our Upscaling: sharpness processing test determines how well a TV can upscale content with a lower resolution than the native resolution of the panel. This A1111 Extension with Tile your image into 512 x 512 tiles and render them with your settings May 1, 2024 · The workflow currently scales an image from 768x768 to 6144x6144. Sony X900H. DaVinci Resolve is a pro-level video upscaler with advanced tools for colorists, VFX artists, video editors, and sound engineers. img2img. ai says it can double the resolution of a typical 512×512 pixel image in half a second. 8192x8192 image saved as A2B. info. Click Install button. Pixelcut is the best free AI image upscaler online. You can also customize further by including face/quality tags in the positive prompt. 5) and not spawn many artifacts. Output images with 4x scale: 1920x1920 pixels. 1. It's free check it out, I'll link it for ya. The real important part is to be sure that each slice is overlapping the other ones on a really important part. a person), even at 0. 1 ~ 0. Do not send a massive file size into it or it will create so many tiles it will take an age to process. You should apply this FX as Media FX. Last changed by Marco. 3. DaVinci Resolve. Video tutorial on how to use ComfyUI, a powerful and modular Stable Diffusion GUI and backend, is here. Stable Diffusion comes with a lot of default models, I will list the best options for your use case here: Realism: R-ESRGAN-4x+ or LDSR (Slower) Paintings: ESRGAN_4x; Anime: R-ESRGAN 4x+ Anime6B; I will select R-ESRGAN-4x+ since my video is Just testing ultimate upscaler with different pictures. This model was trained on a high-resolution subset of the The SD_4X upscaler is superior (IMHO) because it takes in your conditioning, allowing it to refine the details inline with your intended composition. Feb 19, 2023 · LDSR & SD Upscale の設定. Pricing: $7. May 16, 2024 · For "Upscaler 1" we have a few different options. So yeah, fast, but limited. 4. SD Upscale のマニュアルでは Denoising strength 0. Feb 8, 2023 · The best place to start if you're looking for a free upscaler for single or batch jobs, Upscayl is a free and open source image upscaler that runs locally on your Windows, Mac or Linux machine. I leave this at 512x512, since that's the size SD does best. About the settings for upscaling you recommended in this post: from my experience, if image was generated with DPM++ 2M Karras sampler you'll get much better results if you use the same (as for generating) prompt and settings for upscaling with SD Upscale and 4x-UltraSharp I've generated images using JauggernautXL in a 1360x768 resolution. Use the SD upscaler script (face restore off) EsrganX4 but I only set it to 2X size increase. Vance AI. One option would be to resize the image to 768 or 1024. Allows you to calmly make 4k images, with additional detail and without using 100500 vram. May 12, 2023 · The following steps are for the Ultimate SD Upscale extension. 10. "Best" is always subjective. Therefore, for larger images, it will take longer. 3 usually gives you the best results. It was trained in 2x on ground truth 3840x2160 HRs and 1920x1080 LRs of varying compression, so it is able to upscale from 1080p to 2160p, where its detail retention is great, however it may create noticeable artifacting if looked at closely, like areas of Latent diffusion-based upscaler developed by Katherine Crowson in collaboration with Stability AI. 25-1. Notably, even with increased denoising, the changes aren’t overly dramatic, but for optimal results, it May 6, 2024 · DaVinci Resolve is available for free. 27:35 Testing a black and white colored movie screenshot of a man image enhancement and upscaling with SUPIR (test image 7) 28:29 Testing a screenshot from the movie Predator enhancement and upscaling with SUPIR (test image 8) 29:12 The queue ability of the Gradio app Don't forget to put upscaled image as the source before. Link to source images, zip file, 105. 5 will give more detail which is what I love. Comparison MultiDiffusion add detail 6. Already tried playing with Topaz Video AI 4 and I'm not that pleased with the result. This model card focuses on the latent diffusion-based upscaler developed by Katherine Crowson in collaboration with Stability AI. Ultimate SD Upscale extension for. Use width and height to set the tile size. Dec 27, 2023 · Price: Free, Paid plan starts at $10 for 1000 credits. For illustration/anime models you will want something smoother that would tend to look “airbrushed” or overly smoothed out for more realistic images, there are many options. an 800% zoom will make your images eight times the size of the previous one. 2022. The Open Source Scan Converter is a zero lag upscaler. Mar 30, 2024 · The extension helps you to generate or upscale large images (≥2K) with limited VRAM (≤6GB) via the following techniques: Reproduced SOTA Tiled Diffusion methods Mixture of Diffusers; MultiDiffusion; Demofusion; Our original Tiled VAE method; My original Tiled Noise Inversion method Using the Remacri upscaler in Automatic1111: Get the '4x_foolhardy_Remacri. To watch 4K videos, you need HDMI 2. Upscaling mainly consists of two parts: the TV first has to scale the image to match the native resolution of the panel. Dec 3, 2023 · Learn about ControlNet, ESRGAN, Superscale, "Hires Fix", the scripts "SD Upscale" and "Ultimate SD Upscale". Result will be affected by your choice relative to the amount of denoise parameter. Click on the “img2img” tab at the top of the screen. Here is an example of using Vance to First, open the AUTOMATIC1111 Stable Diffusion web UI. 2 がお勧めされてい Super-resolution. A step-by-step guide to mastering image quality. All 3 are good for hiresfix and upscaling workflows, the best one will depend on your model and prompt since they handle certain textures and styles differently. That said, I prefer Ultimate SD Upscale: ssitu/ComfyUI_UltimateSDUpscale: ComfyUI nodes for the Ultimate Stable Diffusion Upscale script by Coyote-A. Here's what I typed last time this question was asked: AFAIK for automatic1111 only the "SD upscaler" script uses SD to upscale and its hit or miss. Set the Scale to 4. If ur gettin faces on random things setting “mask only the top k largest” to 1 in the detection dropdown will detail only one. Upload your photo, then sit back and watch our AI image enhancer work its magic. (github. SDXL Refiner Model 1. . Both versions offer excellent value and suit different needs, from beginners to professionals . Using LDSR to scale by 2x twice, instead of LDSR 4x. After all the settings are set up, click on the Start button to convert any videos to 4K. 2、Script で SD upscale を選択して Scale Factor を 4、Upscaler を LDSR にします。. Stability. 12. DaVinci Resolve Studio is also available for free if you buy certain Blackmagic products. Superscale is the other general upscaler I use a lot. 33 denoising in a SD upsacle as it can be time-consuming Photoshopping out all the random faces at 0. PR, (. #1. If you prompt a specific subject (e. 5x-2x, and also sometimes img2img sd upscaling a third time at 1. 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. Works on any video card, since you can use a 512x512 tile size and the image will converge. At 1080p there probably isn’t much of a difference it’s lower quality compressed material where the Sony has an advantage imo. This is a model for the restoration of My Little Pony: Friendship is Magic, however it also works decently well on all similar art. 1 to 0. A great tool to use for making detailed comparisons is ICAT from Nvidia. 2 and 0. And then you will get yourself a perfectly sized and sharp photo. I'm here because I'm looking for the latest AI upscaling tools for video. We'll also do a latent upscale to give details to a washed out photo and go from washed When I use the SD upscale script with tiles in img2img the first time I set width and height 512x512 steps to 22 and denoising strength to 0. 5x), or 1280x960 (2x). LDSR might in this family, its SLOW. 5. 3 MB, all images in the jpg format to save space. Here are the models you need to download: SDXL Base Model 1. It works in the same way as the current support for the SD2. Yeah I usually use 0. 16 noise. Select an Upscaler. While it is available on Windows and Mac, we think it’s the best AI video enhancer available to Linux users. media now! May 23, 2024 · Explore the best AI video upscaling tools for 2024 to transform videos with high-quality resolution enhancement for USA-based content creators. Now you have the opportunity to use a large denoise (0. Renowned for its exceptional performance in enhancing anime content, this model also showcases impressive text upscaling capabilities. I used the Universal Upscaler v2. Once you’ve selected your desired resolution Apr 27, 2023 · Non-latent upscalers can be used to upscale an image faithfully using a low denoising strength. When the resolution is increased, the quality and sharpness of the video can also be greatly improved. Tile height - The height of the tile to be processed. as someone who looks at a lot of upscaling algorithms and resolutions, I would say 720 P to 4K or 1080 to 4K have about the same efficiency. Start the width and height @ image size. So I've seen people generate a bunch of low-res images then upscale them to get a better resolution instead of spending their entire time on the…. Jul 12, 2023 · When using the extras tab in A1111 for upscaling, the results are acceptable but far from ideal. Tile width - The width of the tile to be processed. Apr 14, 2024 · 25:39 What to do if your image has transparent pixels to be able to upscale. If used as Event FX be sure to set it before Pan/Crop. Share. A high CFG scale (8-15) for adding detail. 0 or higher. In this example, the skin of girls is better on 3rd image , because of different model used while doing img2img Ultimate SD Upscale. 0. A low denoising strength (0. Very similar to my latent interposer , this small model can be used to upscale latents in a way that doesn't ruin the image. SD-Latent-Upscaler Upscaling stable diffusion latents using a small neural network. The larger the tile, the less artifacts will be in the final image. The default is 0, in which case it is equal to the width. AUTOMATIC1111 Stable Diffusion web UI. DVDFab Enlarger AI. Mar 20, 2024 · Add SD Ultimate Upscale and compare the result. #3. A 1080p television handles the latter with excellent clarity. Super simple yet powerful upscaler node that delivers a detail added upscale to any image! Best Laptop Recommendation for This upscaler as Video FX (" Smart Upscale ") was introduced in Vegas Pro 14. e. Comparing the different upscalers for realistic content. Batch count は 5 ~ 10 に設定しておくとよいと思います。. Leveraging the combined strength of ControlNet and the Tiling preprocessor provides users with enhanced control over the upscaling process using the Ultimate SD Upscaler. It is a diffusion model that operates in the same latent space as the Stable Diffusion model Workflow: Use baseline (or generated it yourself) in img2img. Simply select an image and choose a zoom factor, i. It's 100% depending on what you are upscaling and what you want it to look like when done. 0 depth model, in that you run it from the img2img tab, it extracts information from the input image (in this case, CLIP or OpenCLIP embeddings), and feeds those into the model in addition to the text prompt. The model was pretrained on 256x256 images and then finetuned on 512x512 images. Send the image back to Img2Img change width height back to 512x512 then I use 4x_NMKD-Superscale-SP_178000_G to add fine skin detail using 16steps 0. Otherwise, you can drag-and-drop your image into the Extras Apr 12, 2024 · Luminar Neo Upscale AI. Go down to the “Scripts” section at the bottom and select the “SD Upscale” script. g. Best For: Advanced editors and Linux users. Input image: wuffy, 480x480 pixels. Dec 8, 2023 · 7. Our AI is smart - it will intelligently improve the image quality by adding more pixels to your image. 5. s. This makes low-resolution images look great again. I don't go above 2x Upscaling, so typical 4:3 resolutions are 960x720 (1. 0. From there you can use 4x upscale model and run sample again at low denoise if you want higher resolution. First, upload your image which can be a png, HEIC or jpg image. LG 86UN8570PUC. You should see a nice size increase and more detail. The three general models I like to use are 4xUltaSharp, NMKD-Superscale, and Foolhardy Remacri. 13. Requirements for Image Upscaling (Stable Diffusion) 3. There is no best at everything option IMO. Apr 25, 2023 · 3. 2 denoise it will still try its best to fit in the subject in each tile if there isn't one already (at least partially). 5 ~ x2 - no need for model, can be a cheap latent upscale. This is the model that will be used by the AI upscaler. Screenshot of imgsli link, with model selection. Generate. This doesn't mean it's limited to square images; rather, the workflow increases your image size by 8 times. Super simple yet powerful upscaler node that delivers a detail added upscale to any image! It can display UHD content with 30fps only. Denoise ~0. Things: In settings-upscaling, select in Select which Real-ESRGAN models to show in the web UI. Part #1 is over here (including BSRGAN, Lollypop). In addition to choosing right Upscale model, it is very important to choose right model in Stable Diffusion img2img itself. ai is the best image upscaler in existance is like saying that an m32 mgl granade launcher is the best way to get rid of rats, sure it will kill rats better than other means (adding detail) but at the same time it destroys and changes the Jan 8, 2024 · Learn how to upscale images using ComfyUI and the 4x-UltraSharp model for crystal-clear enhancements. However, fear no Stable Diffusion v1 refers to a specific configuration of the model architecture that uses a downsampling-factor 8 autoencoder with an 860M UNet and CLIP ViT-L/14 text encoder for the diffusion model. Mar 23, 2023 · This Ultra Sharp Upscale Method will blow your MIND! In 60 Seconds or less, I show you how to get the Results. All of Stable Diffusion's upscaling tools are located in the "Extras" tab, so click it to open the upscaling menu. May 9, 2023 · Full resolution 4k reference image. But as you can see, still seams! Utilizing deep learning-based Super Resolution technology, AVCLabs Video Enhancer AI gives you the ability to upscale old SD videos and any other low-res videos that are not HD (480p) to HD (720p) or Full HD (1080p). 5x which makes it a lot crisper BUT takes way longer to get a final image (maybe there is a way to only upscale twice but get ComfyUI - Ultimate SD Upscaler Tutorial. Aug 23, 2023 · Learn how to use the Ultimate SD Upscaler in ComfyUI, a powerful tool to enhance any image from stable diffusion, midjourney, or photo with scottdetweiler. If the original was generated using an SD checkpoint, then the 4X upscaler with the same conditioning should produce better-aligned upscales. It seems that Upscayl only uses a upscaling model, so there is no difussion involved and the result will depend only on the upscaling model. The Best AI Image Upscaler for stunning visuals. The wood grain is waaaaay nicer in 2x2x, it's all mush at 4x. Increase steps to 80+. Apr 26, 2023 · The first is designed for speed and is called Real-ESRGAN. DaVinci Resolve Studio is available for a one-time purchase of $295. You should bookmark the upscaler DB, it’s the best place to look: https://openmodeldb. We’ve found that opting for 10–15 HiRes steps tends to yield the best The best AI image upscaler can help you improve the quality of your photos and make it easier to enlarge them. 6 and low cfg scale around 2-3 so the prompt doesn't get in the way. Choose the settings for SD upscaling: A high number of iterations (150+). May 6, 2023 · Ultimate Upscale brings High Quality Upscales to Slow GPUS. Upscale & Add detail with Multidiffusion (Img2img) 5. Upload an Image. 4 for denoise for the original SD Upscale. Check out Image Upscaler. The upscalers used here are: UniversalUpscalerV2-Neutral (denoted as N ) UniversalUpscalerV2-Sharp (denoted as S May 1, 2023 · Once your SD UI is up and running, copy this link to the Ultimate upscale repo : Then go to Extensions > “Install from URL” tab and paste the URL. 11. Nov 28, 2022 · Remaster Old SD Footage in High Definition. We use Stable Diffusion Automatic1111 to upscale The best upscaler in the world won’t fix a bad TV and lag is going to be a major issue. Try Upscale. Assuming you have installed the script properly, scroll down to the scripts selection at the bottom, choose Ultimate SD Upscale. Do SD upscale with upscaler A using 5x5 (basically 512x512 tilesize, 64 padding) [1] Send to extras, and upscale (scale 4) with upscaler B. I even tested one of the new Vizio TV’s that claim to have less then one frame of lag, but that was a lie; Tested and proven, 2. Note: Stable Diffusion v1 is a general text-to-image diffusion Do an ULTIMATE Upscale to get Ultra 8k quality, 8192x8192 resolution. The upscaler you choose dictates the process by which the image is, well, upscaled. What I've been doing to make it work is using IMG to IMG and using the Ultimate SD Upscale script in combination with ControlNet tiling and an SD model such as Jauggernaut Aftermath, RevAnimated, ChilloutMix or similar. Upscale Type: Chess. Once your upscale is done, you will need to slice it into slices. This is a simple comparison for 4 latest strategies that effectively upscale your image in stable diffusion WebUI. ComfyUI : Ultimate Upscaler - Upscale any image from Stable Diffusion, MidJourney, or photo! Using this method you can tweak as you upscale via clip - pushing in a little detail and subtle corrections as you scale up. It features an easy-to-use user interface, multiple upscaling options, and the ability to customize output image type ( JPG, PNG , WebP ) and location. Sampling method を Euler a、Denoising strength を 0. Upscale images to 2x or 4x without losing textures or details with our AI tool. p. Yolo, guys! My friend and I created an upscale script with the ability to use denoise 0. 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. 2. It seems a proccess similar to the one we can find in the EXTRAS Menu in Automatic1111 or the upscaling nodes in ComfyUI. 51 to 0. Feb 12, 2024 · The first step is to download the SDXL models from the HuggingFace website. In the Script dropdown menu near the bottom of the page, select Ultimate SD Upscale. Models used: 87. Set Details: Created 27. Originally known as 4x-TextSharpV1, it was rebranded on February 10, 2022, as 4x Apr 19, 2024 · 8. Upscale x1. This is very exciting. Right-click on an empty space. As is to be expected, when I upscale, my people turn into plastic. Click on the + Add Video or drag & drop to add video files. Next, load an initial image into the box by clicking on the AnimeGenius is an anime upscaler that can turn pictures to a larger resolution with one click. pth' file linked in this post Copy it to: \stable-diffusion-webui\models\ESRGAN Restart WebUI 4x_foolhardy_Remacri is now available in the Extras tab and for the SD Upscale script Q&A. I've been upscaling some movie classics from my home collection. The higher the denoise number the more things it tries to change. For 2k 512px is usually enough. 3-0. Award. Now, simply hit the Start Processing button to initiate the video upscaling process. Once installed, it will appear in the Extensions > Installed Tab, Select the ultimate-upscale checkbox, if it’s already not selected and then Click “Apply & Restart UI”. You will also see a comparing view of the processed and original video in a side-by-side view within the software interface. Select a program with an intuitive interface and a lot of customization options, as it will make it easier for you to adjust different parameters of your image before performing upscaling. (Requires restart) the option R-ESRGAN 4x+. The second is significantly slower Lanczos isn't AI, it's just an algorithm. 5, but I will try it with this new separate Prompt box technique as I am sure 0. 22 and scale factor to 2 upscaler R-ESRGAN 4x+. TCL 50S425. . Reply. I have an old 18-minute SD short film I need to upscale for my work. The process is faster, because is less complex. Zealousideal_Royal14. Start at x2 and do it again if you want. Image quality is of course subjective, but I personally think that the images look best with the 4x Generally a workflow like this gives good results: Generate initial image at 512x768. When the picture is upscaled it introduces new details causing the tiling to not be exact any more, instead you get these very obvious "cut-line" in between tiles. Contents: Best Upscaling 4K TVs in 2024. If you were advertising it as an "image enhancer" instead of a unpscaler then sure, but saying magnific. on 3/18/2018, 3:30 PM, changed a total of 1 times. Sample again, denoise=0. Img2img tab and Ultimate SD upscale for general upscaling. Samsung UN65RU7300FXZA. No need to install or download anything. This model was trained on a high-resolution subset of the LAION-2B dataset. It’s only shortcoming is it’s not compatible with all TV’s in every mode, but it’s still an excellent choice and what I recommend I'm mostly just unsure of the best scales to use. What's the best upscale model? Imgsli Link for interactive comparison. 5x hiresfix, into img2img sd upscale at 1. You are able to upscale your different types of images by up to 200%, 400%, 600%, and 800% while perfectly maintaining the highest image quality. May 21, 2023 · RedRob-CandlelightProdctns wrote on 5/21/2023, 3:45 PM. Each of my slices were 512x768px but it can be 512x512 or any size that SD can handle on your configuration. 3. Or, if you've just generated an image you want to upscale, click "Send to Extras" and you'll be taken to there with the image in place for upscaling. 2 -- Cut the image into tiles. I'm pretty happy, so long I had a lot of errors with v-RAM when I tried to upscale pictures, and this script usually works like a charm. Upscaling options: 2x, 4x, 6x, Output file type options: JPEG, PNG, TIFF, JPEG-2000, Photoshop, or PDF. I was always told to use cfg:10 and between 0. right now my workflow testing is ranging around 2x-2. 5 frames consistently. av hw zb dk kw cg wx tv cy et