ai upscaling video nvidia

NVIDIA NGX is a new deep learning powered technology stack bringing AI-based features that accelerate and enhance graphics, photos imaging and video processing directly into applications. We have taken advantage of new technology created by NVIDIA to . Nvidia has released a fresh graphics card driver which brings a new and improved version of its DLSS tech, as well as enhancing an existing alternative upscaling option that doesn't require the . But instead of using AI-based temporal upscaling like Nvidia, FSR relies on spatial upscaling with no AI used in the process. Our DLSS AI model is always learning, and our newest update, NVIDIA DLSS 2.3, is available now. An update released today expands the use of that feature. AI UPSCALING SHIELD delivers AI powered upscaling, capable of intelligently scaling lower resolution video to your TV's native resolution. Video Enhance AI uses information from multiple frames to achieve high-end results for video upscaling, denoising, deinterlacing, and restoration. What is AI-Enhanced Upscaling? Video compression with neural networks. For most HD video content on top apps like Netflix and Prime Video, users can expect to see crisper, clearer, video than what is achieved with basic upscaling. Nvidia's DLSS, on the other hand, is a temporal upscaling technique that compares multiple frames and takes account of how things are moving in a video game scene, and processes all that using a . With this new feature, HD movies on Netflix or Prime Video will look sharper on your 4K display. The NVshield is a Tegra CPU which boasts very good machine learning 4K upscaling, and I can't imagine there's a CPU that powerful in the AVR, which has a lot of other things to do. You can click that to immediately go into the section that will let you turn it on and. Deep learning super sampling (DLSS) is a machine-learning and spatial image upscaling technology developed by Nvidia and exclusive to its graphics cards for real-time use in select video games, using deep learning to upscale lower-resolution images to a higher resolution for display on higher-resolution computer monitors. at Amazon. Topaz Video Enhance AI is a video enlarging software developed by Topaz Labs. This upscaling feature is also being made open-source and cross-platform, meaning it could soon play nicely with AMD and Intel GPUs.Nvidia Image Scaling is a feature that's been baked into Nvidia . Another one is an online video upscaler. Topaz Video Enhance AI Original vs Topaz. 1. AI Upscaling on NVIDIA SHIELD TV The NVIDIA SHIELD TV is the first streaming media player to feature AI upscaling. On the Settings tab, click and open Remote & Accessories.. 2. it's a close match for the Switch version and here Nvidia's AI upscaling delivers a noticeably clearer image . The video posted on Nvidia's YouTube shows that using neural networks to compress video streams reduces bandwidth from ~97 KB/frame to ~0.12 KB/frame, which is a bit exaggerated, as users have pointed out on Reddit. So popular, in fact . The paper "Noise2Noise: Learning Image Restoration without Clean Data" and its source code are available here:1. https://arxiv.org/abs/1803.041892. We recommend using at least a Nvidia GTX 970 or AMD Radeon R9 390 graphics cards for hardware accelerated video AI upscaling of SD source files. DLSS 2.0 greatly improved upon the original AI upscaling technology. One is the video upscaling software, such as AVCLabs, Topaz, DVDFab. It can upscale 720p or 1080p HD content to 4K at up to 30 frames per second in real time. The aforementioned SVP already support Nvidia Optical Flow and it works amazingly well. Nvidia and AMD are in an upscaling arms race and that is just the start. To deliver a level of performance and image quality far above that of traditional upscaling technologies, NVIDIA DLSS utilizes an AI model trained on supercomputers, deep game integrations, and GeForce RTX Tensor Cores (for a full breakdown, head here ). Coming in second is Topaz Video Enhance AI. There are several options you can utilise for AI video upscaling to the best possible extent. Posted by linoraffa: "AI upscaling option isn't showing?" PNG, GIF, JPG, or BMP. Find out why in our review. The nvidia shield AI enhanced upscaling looks really good but you are not going to get 1080p bluray quality edit: yeah you're gonna lose out on the better audio bluray gives too . 5m. Member. File must be at least 160x160px and less than 600x600px. Right now, there's only one real-time AI video upscaling solution, and it's used by the Nvidia Shield only. This tool upscales smaller resolution videoes to a higher resolution based on the Waifu2x art upscaler algorithm. . It is based off of an existing python project using the same core principles to perform the video upscale, but with additional functionality to provide less verbouse output and hopefully more meaningful output. This is not just about the elongated software updates, but also what you get. While keeping high output quality at bay, Enlarger AI can utilize the GPU acceleration technologies of the latest AMD Graphics Cards and CUDA/cuDNN capable NVIDIA Graphics Cards, to dramatically speed up the conversion process. If not are there plans to incorporate this feature into the Nano and when. Time-aware video quality enhancement. I want to grab a video recording, upscale it with AI and then stream it in realtime. I found that when feeding it with a video clip, it messed with the colour in the clip (a non-starter), whereas it was fine with an image sequence. Thanks. AI upscaling is mostly set it and forget it (other than high/medium/low/off). Share on Facebook. Both of them are able to upscale video in 1080p to 4K. Which will upscale testimage.png 4 times using the whole AI Res-Up thing in full color. The NGX SDK makes it easy for developers to integrate AI features into One is the video upscaling software, such as AVCLabs, Topaz, DVDFab. It would take a huge bump in computational power to do real-time AI video scaling, but the progress NVIDIA has made with DLSS is certainly encouraging. Top 3 AI Upscaling Solution for video up to 4K. First, head to Settings, then Quick Settings. 1. The AI-powered upscaling software increases game resolution without wasting processing power, allowing PCs to run games at 4K without sacrificing FPS, draw distance, or other in-game quality settings.. NVIDIA DLSS now supports a total of 100 games thanks to the 28 new titles. https://g. Trained offline on a dataset of popular TV shows and movies, the model uses SHIELD's NVIDIA Tegra X1+ processor for real-time inference. FSR has proved very popular since its arrival. SHIELD TV 2019: AI Upscaling isn't working properly ; SHIELD TV 2019: Dolby Audio, Dolby Atmos, and AI Upscaling become disabled after bootloader is unlocked ; How to Enable Image Sharpening in the NVIDIA Control Panel ; SHIELD TV (2019) Troubleshooting Guide Tom. The result is sharper, crisper video output with less visual glitching, artifacts, or otherwise. You can also customize the settings button on your remote to change the AI upscaling setting while streaming. The A80J was the clear winner. $149.99. There is at least one example in jetson-inference, that I can recall, but Nvidia may have other examples elsewhere. Fafalada. but the concept of AI upscaling in media . Aug 8, 2020 When you consider PC efficiency, you consider graphics playing cards. I need at least 1080p, but 4K would . DLSS 2.0 tested: why you should finally turn on Nvidia's AI-powered upscaling By Jacob Ridley published 9 April 20 We let Nvidia's super sampling artificial intelligence take the wheel in . Select the AI Upscaling option.. Now you can control the AI upscaling settings while watching a video by pressing the settings button. 3 Replies Sorted by 1 $149.99. Improving the quality of videos is substantially more complex than photos because of motion-related issues like flickering, blockiness, and wavy artifacts. The entire "trick" for feeding it any image you want is to call nvdlisrwrapper.exe from command prompt with path to your image (png or jpg) followed by resolution factor (2 or 4) and integer for what i assume is color mode (1 - monochromatic, 2 - full color). Once you select AI-Enhanced, you'll see a few detail enhancement options labeled low, medium, and high. NVIDIA's Shield TV and Shield TV Pro a both powerful, capable media streamers. NVIDIA Shield TV has AI upscaling meant for video content . Nvidia claims this technology upscales images with quality similar to . It offers excellent 4K upscaling in the Nvidia Shield TV, and is a good option if you are not quite ready to buy a new TV. I'm not interested in "dumb" video upscaling and I need it to be in realtime. If you would like to do video AI upscaling of HD source files, we recommended using at least a Nvidia GTX 1070 or AMD Radeon RX 5600 graphics cards. We have taken advantage of new technology created by NVIDIA to . AI Upscaling isn't working properly. NVIDIA NGX features utilize Tensor Cores to maximize the efficiency of their operation, and require an RTX-capable GPU. Previously you'd need an absolute monster CPU (12 cores+) to achieve this. While Maxine offers AI based upscaling, video conferencing can make use of more . 10 Best Netflix Anime . These AI-powered tools, leveraging NVIDIA RTX GPUs with the Adobe creative applications, are being Read article > If you're using a $1000 video card and comparing on local content, then madVR should win hands down for quality. Easy Upscaling for Most PC Games? In Notch release 0.9.23, we introduce an interesting new feature: AI-based upscaling of images and video. Ryzen 5800X / RTX 3080. January 5, 2022. These parts are the tractor pulling the plough of efficiency by way of fields of pixels, to make use of an . Round 1: NVIDIA AI-Enhanced, Detail=High vs XR To test the XR engine I changed the settings within Plex to override the refresh rate and resolution of the shield ("Resolution Switching"), that way all upscaling would be handled by the A80J. Worry not! By default, "Enhanced" upscaling is enabled on your SHIELD. When I browse the video upscaler from the Internet, I found two kinds of video upscaling tools. To be clear, DLSS is an upscaling technology that replaces "dumb" algorithms with intelligent upscaling. NVidia shield isn't really running an AI algorithm. The amount of compute power required is minimal, as the bulk of the work has already been done through deep learning. Nvidia is the other major force in AI upscaling. 3 min read. In the coming days I'll be releasing the upscaled videos in their entirety, some with comparisons and commentary, covering the upscaling process.Gigapixel Vi. Posted by rocman9: "AI Upscaling vs. LG OLED native upscaling" PNG, GIF, JPG, or BMP. If you like the sharpened look, many video players let you choose your upscale algorithm and adjust video parameters. For reference, a RTX2060 in a reasonable quad-core machine using SVP/Optical Flow can interpolate 4K/10bit video to 60fps in realtime. It is highly flexible and one can choose exactly what algorithms/parameters to use. A new NVIDIA driver adds DLSS support to 28 new games, plus official certification for Windows 11. Dolby Vision is a fairly well understood feature, but the AI upscaling is one worth taking a moment to get . a platform of AI video tools NVIDIA is licencing . It's a proprietary system of Nvidia's, so there's no way to use it on other . NVIDIA Maxine is a GPU-accelerated SDK with state-of-the-art AI features for developers to build virtual collaboration and content creation applications such as video conferencing and live streaming. mdegans December 17, 2019, 8:06pm #2. These parts are the tractor pulling the plough of efficiency by means of fields of pixels, to make use of an awkwardly particular analogy, and that is not altering anytime quickly. The software currently supports upscaling on AMD and Nvidia GPUs, as well as Intel integrated solutions. Nvidia will not participate in it, madvr is close and yes, it support AI chroma upscaling and just upscalling but does not use tensor cores at the moment. How to Enable AI Upscaling Enabling AI upscaling on your Shield TV or Shield TV Pro is pretty straightforward. By default NVIDIA has the AI upscaling shortcut set right in the quick settings section of the settings menu. The latest NVIDIA SHIELD TV players feature Dolby Vision and a new AI-enhanced upscaling. NVIDIA NGX is a new deep learning powered technology stack bringing AI-based features that accelerate and enhance graphics, photos imaging and video processing directly into applications. Yes, it would take updates, the same would be true of standard video players, All players that you usually use like VLC, mpc are open source. . Source: Wccftech. NVIDIA demonstrates AI tool to tilt a whole head so that it . Another one is an online video upscaler. The reason we can now "enhance" images to improve their clarity. Now, those benefits are extending to Adobe Photoshop users with the introduction of GPU-accelerated neural filters. In this how to, we show you how to enable one of its more interesting party tr. Nvidia have launched a revamped Image Scaling feature that aims to provide a DLSS-style performance boost in your games - as well as ICAT, a new screenshot and video comparison tool that will let you see the difference for yourself.. Alright, so this new Image Scaling feature - an updated and upgraded take on the Image Scaling tool that's been nestled within Nvidia Control Panel since . Are there any models for realtime AI enhanced video upscaling that works on the Jetson Nano or Xavier NX? The NVIDIA Shield TV series remains de facto the best streaming device in the Android world today. I have just added the functionality of handling video I have also implemented this all in Google Colab where you have to just provide your video of choice If you want to setup this in local you need the following things: AMD Unveils Intriguing Radeon Super Resolution At CES 2022, the chip maker also unveiled a pair of budget video cards for these GPU-strapped times: the Radeon RX . Topaz Labs VideoEnhance AI; It's very easy to use, but depending on the output resolution, AI model chosen, and GPU, it takes some time to complete. The software can improve video quality in standard definition videos and upscale them to 8K. It is also very, very hardware intensive and slow. Tom. I'm currently rocking a 2015 Shield Pro, but with the new update supporting AI upscaling for 60fps content, wondering if it's worth an upgrade if I watch a lot of sports. When selected, AI Upscaling will automatically be enabled when supported content is played. Maxine's AI SDKs—Video Effects, Audio Effects, and Augmented Reality (AR)—are highly optimized and include modular features that can be . With the feature, games can run in what looks like native 4K while actually rendering games in 1080p and upscaling them. Video2x. One of the more interesting parts of the Maxine presentation was the AI video compression feature. Nvidia's DLSS plays a vital role in gaming PC performance today, as the tech allows players to balance visuals and boost . AI upscaling is the name of the game and an AI image and video enhancer would introduce a great degree of professionalism. I am just testing how good the Nvidia Shield AI upscaling is.Buy an Nvidia Shield TV Pro Here https://amzn.to/3ewYSzS The videos used for my demonstration ar. On the con side, it takes more work to configure. The latest editions that came out in 2019, for instance, have this highlight feature known as AI upscaling. Dolby Vision-Atmos supports 4K HDR for a variety of streaming services, and AI Upscaling utilizes the Nvidia Tegra X1+ processor to upscale HD video to 4K in real-time. With AI-powered 4K upscaling tech, a redesigned remote and the power of Android TV, the Nvidia Shield TV is the one to beat. NVIDIA, Microsoft. Like its competitor from NVIDIA, Intel's XeSS uses AI to upscale games. In Notch release 0.9.23, we introduce an interesting new feature: AI-based upscaling of images and video. Nvidia DLSS: Versions 1.0, 2.0, and 2.3. Both of them are able to upscale video in 1080p to 4K. Youtubers uploading in 4K could instead upload in 1080p and an AI upscaler could upscale to 4K and beyond. The film grain was preserved and the finer details were much smoother. Does anyone with an LG CX or C9 have an opinion on whether the TV's native upscaler is comparable or worse than the . You only live twice. These parts are the tractor pulling the plough of efficiency by means of fields of pixels, to make use of an awkwardly particular analogy, and that is not altering anytime quickly. We have information on the changelog as shared by a Redditor ().As described on the release notes, the new feature "adds AI-upscaling for . AMD APUs are also supported. 3. level 1. Although there is a case to be made for upscaling applied sciences as one […] 3D artists and video editors have long used real-time AI features to improve their work and speed up how they turn inspiration into finished art. If you have more patience and time to observe the video upscaler, you can try AVCLabs . Tom_Bond December 17, 2019, 8:25pm #3. If you have more patience and time to observe the video upscaler, you can try AVCLabs . Then click on Customize "Setting" Button.. 3. DLSS 2.0 lets games reconstruct all kinds of complex details, surpassing native images at times with a Performance mode enabling the 4x resolution jump from 540p to 1080p you see in the example above. 1 level 2 In this 2x test I found the Artemis High Quality to work best. Nvidia DLSS 2.3 video claims the gaming PC tech is better than AMD FSR. When I browse the video upscaler from the Internet, I found two kinds of video upscaling tools. Although there is a case to be made for upscaling applied sciences as one […] I will be buying: NVidia Shield 2019 Pro Streamer Both do 4K upscaling, but which will be better? kosmon December 3, 2020, 6:27pm #1. It's a really impressive video upscaling solution, and for my money is actually a major selling point to the Nvidia Shield device as a whole. From there, select AI upscaling, and then choose AI-Enhanced. Coming to videos, how to enhance video quality? NVIDIA Shield TV Review 2019: Android TV's best gets even better A new remote and smarter AI-controlled upscaling shows there's nothing artificial about this long-awaited refresh published 28 October 19. When you concentrate on PC efficiency, you concentrate on graphics playing cards. To do so, follow these steps. I use MPC-BE. In options, under the video tab, you can choose "resizer". File must be at least 160x160px and less than 600x600px. In short, DLSS uses Nvidia's powerful on-chip Tensor cores to deliver AI upscaling in real-time. As a highly compute-intensive work, video upscaling requires strong horsepower from a computer. Video Enhance AI is available on Windows and Mac, and requires a GPU. Now, Image Scaling doesn't use AI to upscale images. In short, DLSS is a fantastic way to increase your frame rate at the press of a button when you're playing compatible AAA single-player games like . 1y DLSS is a kind of AI upscaling, what exactly do you mean? NVIDIA NGX features utilize Tensor Cores to maximize the efficiency of their operation, and require an RTX-capable GPU. When you consider PC efficiency, you consider graphics playing cards. 0. Round 1: NVIDIA AI-Enhanced, Detail=High vs 77A80J XR To test the XR engine I changed the settings within Plex to override the refresh rate and resolution of the shield ("Resolution Switching"), that way all upscaling would be handled by the A80J. Hi, Can the Nano do AI upscaling? When non-supported content is played, SHIELD will use the Enhanced" upscaler, a better version than the basic upscaler used by many streaming devices today. TODAY'S BEST DEALS. AI Upscaling vs. LG OLED native upscaling4Aug 2020Jan 2022. The NVIDIA Games app update was released recently. Oct 27, 2017 2,202. Share on Twitter. AI Upscaling will not available if you have unlocked your . The Shield's upscaling solution works better with video content rather than games . Its was first released in March 2020 and currently version 2 is the latest. Using the power from the latest NVIDIA Tegra X1+ processor, AI-enhanced upscaling will upscale YUV video from 360P to 1440P up to 4K using the power of AI. It's built to be flexible in terms of what options you pass . 2. What is AI-Enhanced Upscaling? 3 min read. The NGX SDK makes it easy for developers to integrate AI features into Gaming Club Post. They are just doing upscaling and a bit of sharpening with a lot of marketing. Sharper on your 4K display RTX-capable GPU a moment to get rendering in! Min read NVIDIA GeForce Forums < /a > the software can improve quality. Can utilise for AI video compression feature 8, 2020 < a href= '' https: ''... Requires strong horsepower from a computer first, head to Settings, then Quick Settings ; Enhanced quot! This new feature: AI-based upscaling of images and video flexible in terms of What options can... Then stream it in realtime and time to observe the video tab click! Nvidia may have other examples elsewhere machine using SVP/Optical Flow can interpolate 4K/10bit video to 60fps in realtime ''! Interesting party tr HD content to 4K Mac, and requires a GPU default, & quot upscaling... Rendering games in 1080p to 4K already been done through deep learning upscaling a. Upscale algorithm and adjust video parameters that i can recall, but the AI upscaling technology by... Href= '' https: //www.reddit.com/r/nvidia/comments/gluu6n/ai_upscaling_on_rtx/ '' > AI upscaling in Notch release 0.9.23, we show you to. Open Remote & amp ; Accessories.. 2 on the con side, it takes work! More interesting parts of the Maxine presentation was the AI video upscaling software, such as AVCLabs,,.: AI-based upscaling of images and video ; upscaling is one worth taking a moment get! & quot ;, blockiness, and high, then Quick Settings Easy for... Of marketing introduction of GPU-accelerated neural filters can recall, but the AI upscaling for Most PC games could..., then Quick Settings video will look sharper on your SHIELD consider graphics playing cards Quick Settings be least! One worth taking a moment to get to 8K we have taken of... To maximize the efficiency of their operation, and our newest update, NVIDIA DLSS 2.3, is available Windows!, those benefits are extending to Adobe Photoshop users with the feature, games run... Nvidia to choose AI-Enhanced to 4K low, medium, and require an RTX-capable GPU patience and to... Can run in What looks like native 4K while actually rendering games in 1080p to 4K HD... Options, under the video upscaler, you concentrate on graphics playing cards topicPage=5 '' > AI option. Feature: AI-based upscaling of images and video minimal, as well Intel... A higher resolution based on the Jetson Nano or Xavier NX Solution for video Image! Well as Intel integrated solutions pixels, to make use of that feature the tractor pulling the plough of by! Isn & # x27 ; s built to be flexible in terms of What options you pass a of... And require an RTX-capable GPU horsepower from a computer is a fairly well understood feature, can. Result is sharper, crisper video output with less visual glitching, artifacts, or otherwise AI... Reasonable quad-core machine using SVP/Optical Flow can interpolate 4K/10bit video to 60fps realtime! Nvidia claims this technology upscales images with quality similar to 4K while rendering! To, we show you how to enable one of the Maxine presentation was the AI upscaling meant video. The tractor pulling the plough of efficiency by way of fields of pixels, to make use of more options! The sharpened look, many video players let you choose your upscale and... It can upscale 720p or 1080p HD content to 4K ll see a few enhancement!, we introduce an interesting new feature, games can run in What looks like 4K. 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Upscale 720p or 1080p HD content to 4K it can upscale 720p or HD! Option.. now you can choose & quot ; high-end results for video up to 30 frames per second real! Have more patience and time to observe the video upscaler, you consider PC efficiency, you utilise. There is at least 160x160px and less than 600x600px fields of pixels, to make use that... Just about the elongated software updates, but 4K would ai upscaling video nvidia at least one example in jetson-inference that! Test i found the Artemis high quality to work best images and video software supports... There is at least 1080p, but the AI upscaling in Notch 0.9.23 have unlocked your need at least and! The Maxine presentation was the AI upscaling will automatically be enabled when supported content is played is... 4K/10Bit video to 60fps in realtime new technology created by NVIDIA to consider PC efficiency, you & # ;!: //www.pcmag.com/news/easy-upscaling-for-most-pc-games-amd-unveils-intriguing-radeon-super-resolution '' > Soooo..... can DLSS 2.0 upscale my DVD collection platform of video. T showing improve video quality in standard definition videos and upscale them 8K... Will upscale testimage.png 4 times using the power of RTX this 2x test i found the Artemis quality. To, we show you how to enhance video quality Image [ 6 tools AI. Videos is substantially more complex than photos because of motion-related issues like flickering, blockiness and. With AI and then choose AI-Enhanced finer details were much smoother, very hardware intensive slow! As a highly compute-intensive work, video conferencing can make use of an or Xavier NX 30 frames per in!, those benefits are extending to Adobe Photoshop users with the feature HD! Enhance video quality in standard definition videos and upscale them to 8K NVIDIA reddit... Are able to upscale images to ai upscaling video nvidia a video by pressing the tab! ; t showing DVD collection watching a video by pressing the Settings Button Image Scaling doesn & # x27 ll! Could upscale to 4K, blockiness, and our newest update, NVIDIA DLSS 2.3, is on... Efficiency by way of fields of pixels, to make use of that feature just doing upscaling and bit. 4K at up to 30 frames per second in real time > A.I on graphics playing cards is flexible! Must be at least 160x160px and less than 600x600px interesting new feature: AI-based upscaling of images and.. Of RTX you like the sharpened look, many video players let you choose your upscale algorithm and adjust parameters...: //www.nvidia.com/en-us/geforce/forums/shield-tv/9/379152/ai-upscaling-option-isnt-showing/? topicPage=5 '' > upscaling video using the whole AI Res-Up thing in full color, blockiness and... In 1080p and an AI upscaler could upscale to 4K at up to 30 frames second... Image Scaling doesn & # x27 ; d need an absolute monster CPU ( 12 cores+ to... Was first released in March 2020 and currently version 2 is the latest editions that came out 2019! This how to, we introduce an interesting new feature: AI-based upscaling of images and video 17... About the elongated software updates, but 4K would interpolate 4K/10bit video to 60fps in realtime 4K while actually games...: NVIDIA - reddit < /a > the software currently supports upscaling on AMD and GPUs., 2020 < a href= '' https: //www.reddit.com/r/nvidia/comments/ft0izf/upscaling_video_using_the_power_of_rtx/ '' > What is upscaling... 2019, 8:25pm # 3 preserved and the finer details were much smoother instead in... Currently supports upscaling on RTX you turn it on and other examples elsewhere artifacts... Recall, but also What you get NVIDIA GPUs, as well Intel... ] < /a > the software currently supports upscaling on AMD and NVIDIA GPUs as! The finer details were much smoother release 0.9.23, we show you how enable... One worth taking a moment to get also What you get upscaling on AMD and GPUs! 8:25Pm # 3 not just about the elongated software updates, but NVIDIA may have examples... 4K display and video HD content to 4K and beyond to upscale video in 1080p and upscaling them PC?! Of videos is substantially more complex than photos because of motion-related issues like flickering, blockiness and! Upscaling, video conferencing can make use of an option isn & # x27 t. Technology upscales images with quality similar to exactly What algorithms/parameters to use a..., Topaz, DVDFab uploading in 4K could instead upload in 1080p an...

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