[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"nav-categories":3,"article-supir-the-revolutionary-image-restorer-and-upscaler-redefining-ai-restoration":70},{"data":4},[5,37,57,64],{"name":6,"slug":7,"categories":8},"Productivity","productivity",[9,13,17,21,25,29,33],{"id":10,"title":11,"slug":12},17,"Branding","branding",{"id":14,"title":15,"slug":16},19,"Marketing","marketing",{"id":18,"title":19,"slug":20},20,"Work","work",{"id":22,"title":23,"slug":24},34,"Community","community",{"id":26,"title":27,"slug":28},21,"For newbies","for-newbies",{"id":30,"title":31,"slug":32},24,"Investment","investment",{"id":34,"title":35,"slug":36},22,"Finance","finance",{"name":38,"slug":39,"categories":40},"Tech","tech",[41,45,49,53],{"id":42,"title":43,"slug":44},28,"Technology","technology",{"id":46,"title":47,"slug":48},32,"Artificial Intelligence","artificial-intelligence",{"id":50,"title":51,"slug":52},26,"Security and protection","security-and-protection",{"id":54,"title":55,"slug":56},31,"YouTube Blog","youtube-blog",{"name":58,"slug":59,"categories":60},"News","news",[61],{"id":62,"title":58,"slug":63},18,"quasanews",{"name":65,"slug":66,"categories":67},"Business","business",[68],{"id":69,"title":65,"slug":66},16,{"post":71,"published_news":97,"popular_news":162,"categories":233},{"title":72,"description":73,"meta_title":72,"meta_description":74,"meta_keywords":75,"text":76,"slug":77,"created_at":78,"publish_at":79,"formatted_created_at":80,"category_id":26,"links":81,"view_type":86,"video_url":87,"views":88,"likes":89,"lang":90,"comments_count":89,"category":91},"Supir: The Revolutionary Image Restorer and Upscaler Redefining AI Restoration","In the ever-evolving world of AI-driven image processing, a new contender has emerged from the labs of Suppixel AI: Supir, a groundbreaking restorer and upscaler that promises to transform degraded visuals into stunning, high-fidelity masterpieces. Launched as an open-source powerhouse, Supir stands out not just for its technical prowess but for its seamless blend of speed and quality. Operating in a single forward pass through a two-stage pipeline—diffusion for initial enhancement followed by GAN for refinement—Supir achieves unprecedented performance, outpacing contemporary methods by orders of magnitude while delivering results that rival or surpass human-level restoration. As of September 13, 2025, this tool is already making waves among photographers, archivists, and digital artists, proving that restoration doesn't have to be a time sink.","This tool is already making waves among photographers, archivists, and digital artists, proving that restoration doesn't have to be a time sink.","Launched as an open-source powerhouse, Supir stands out not just for its technical prowess but for its seamless blend of speed and quality","\u003Cp>\u003Cstrong>In the ever-evolving world of AI-driven image processing, a new contender has emerged from the labs of \u003Ca href=\"https://supir.suppixel.ai\">Suppixel AI\u003C/a>: Supir, a groundbreaking restorer and upscaler that promises to transform degraded visuals into stunning, high-fidelity masterpieces.\u003C/strong>\u003C/p>\n\n\u003Cp>Launched as an open-source powerhouse, Supir stands out not just for its technical prowess but for its seamless blend of speed and quality. Operating in a single forward pass through a two-stage pipeline — diffusion for initial enhancement followed by GAN for refinement — Supir achieves unprecedented performance, outpacing contemporary methods by orders of magnitude while delivering results that rival or surpass human-level restoration. This tool is already making waves among photographers, archivists, and digital artists, proving that restoration doesn't have to be a time sink.\u003C/p>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>A Two-Stage Symphony: Diffusion Meets GAN in One Swift Pass\u003C/strong>\u003C/h4>\n\n\u003Cp>At its core, Supir employs a hybrid architecture that leverages the strengths of two powerhouse generative models. The first stage kicks off with diffusion — a probabilistic process that iteratively denoises and reconstructs the image from noise, effectively hallucinating missing details with contextual awareness. This step excels at capturing broad structures and semantic coherence, breathing life into blurry or low-res originals without introducing artifacts.\u003C/p>\n\n\u003Cp>The second stage hands off to a Generative Adversarial Network (GAN), where a generator refines textures and edges, pitted against a discriminator that ensures hyper-realistic outputs. What sets Supir apart is its end-to-end, one-pass execution: unlike multi-iterative diffusion models that can take minutes per image, Supir processes everything in a single forward propagation. This efficiency stems from optimized neural architectures and clever parameter sharing, slashing computation time to seconds — even on consumer hardware—while maintaining diffusion's creative flair and GAN's sharpness.\u003C/p>\n\n\u003Cp>The result? Restoration speeds tens of times faster than rivals like ESRGAN or Stable Diffusion-based upscalers. Early benchmarks show Supir handling 4K upscaling in under 10 seconds on a mid-range GPU, compared to over five minutes for diffusion-only alternatives. This isn't just incremental improvement; it's a paradigm shift, making professional-grade restoration accessible for real-time applications like video editing or live archiving.\u003C/p>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>Key Capabilities: From Text Revival to Intuitive Control\u003C/strong>\u003C/h4>\n\n\u003Cp>Supir isn't content with mere upscaling — it's a Swiss Army knife for image revival. One of its standout features is text restoration: whether it's faded signs in historical photos or corrupted fonts in scanned documents, Supir's semantic understanding revives legible text with eerie accuracy. Trained on diverse datasets, it deciphers context, preserving readability without the "ghosting" artifacts common in older tools.\u003C/p>\n\n\u003Cp>Adding a layer of user empowerment, Supir responds to natural language commands. Users can simply type prompts like "enhance details in the background while keeping skin tones natural" or "boost vintage film grain subtly," and the model adjusts on the fly. This interactivity, powered by integrated CLIP-like embeddings, democratizes customization — no need for sliders or presets; just describe your vision.\u003C/p>\n\n\u003Cp>Texture saturation control takes it further, letting users dial in the intensity of restored elements. Want crisp, photorealistic fabrics or a softer, painterly vibe? A simple parameter or prompt tweaks the balance, preventing over-sharpening that plagues many upscalers.\u003C/p>\n\n\u003Cp>Finally, Supir masterfully balances generativity with fidelity. It generates plausible details where data is lost (hallucination mode) but anchors outputs to the source image's essence, avoiding the "overcooked" look of purely generative models. Metrics like PSNR and SSIM confirm this: Supir scores 2-5 dB higher in fidelity tests than baselines, while perceptual quality (via LPIPS) rivals human preferences.\u003C/p>\n\n\u003Chr />\n\u003Cp>\u003Cstrong>Also read:\u003C/strong>\u003C/p>\n\n\u003Cul>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/xiaomi-s-future-steers-toward-cars-a-bold-pivot-from-smartphones\">Xiaomi’s Future Steers Toward Cars: A Bold Pivot from Smartphones\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/tripo-launches-tripo-v3-a-new-era-for-3d-model-generation\">Tripo Launches Tripo V3: A New Era for 3D Model Generation\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/create-cartoons-for-free-in-just-a-few-clicks-tencent-s-tooncomposer-revolutionizes-animation\">Create Cartoons for Free in Just a Few Clicks: Tencent’s ToonComposer Revolutionizes Animation\u003C/a>\u003C/li>\n\u003C/ul>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>Why Supir Matters: Speed, Quality, and the Future of Restoration\u003C/strong>\u003C/h4>\n\n\u003Cp>In an age where billions of images languish in low-res obscurity — from family albums to cultural archives—Supir arrives as a timely savior. Its blistering speed unlocks workflows previously bottlenecked by compute, while the quality leap addresses long-standing gripes with AI artifacts. Developers can integrate it via open-source repos, with pre-trained models available for fine-tuning on custom datasets.\u003C/p>\n\n\u003Cp>Looking ahead, \u003Ca href=\"https://supir.suppixel.ai\">Suppixel\u003C/a> hints at expansions: video support, mobile deployment, and even collaborative modes for team-based restoration. As AI ethics evolve, Supir's transparent pipeline — omplete with provenance tracking — ensures ethical use, watermarking outputs to flag AI intervention.\u003C/p>\n\n\u003Cp>Supir isn't just an upscaler; it's a restorer of realities, proving that in the pixel wars, speed and precision can coexist. For creators tired of waiting on renders, this is the tool that's been missing — f ast, smart, and supremely capable.\u003C/p>\n\n\u003Cp>---\u003Cbr />\n*Target audience: Digital artists, photographers, AI researchers, and tech enthusiasts in image processing.*\u003C/p>","supir-the-revolutionary-image-restorer-and-upscaler-redefining-ai-restoration","2025-09-13T07:56:57.000000Z","2025-10-05T11:52:00.000000Z","05.10.2025",{"image":82,"image_webp":83,"thumb":84,"thumb_webp":85},"https://cdn.quasa.io/images/news/ef2Vcrk7lQfdkj0y3PVIxDHrkXASAmGp4RkTYwCN.jpg","https://cdn.quasa.io/images/news/ef2Vcrk7lQfdkj0y3PVIxDHrkXASAmGp4RkTYwCN.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/ef2Vcrk7lQfdkj0y3PVIxDHrkXASAmGp4RkTYwCN.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/ef2Vcrk7lQfdkj0y3PVIxDHrkXASAmGp4RkTYwCN.webp","small",null,1325,0,"en",{"id":26,"title":27,"slug":28,"meta_title":92,"meta_description":93,"meta_keywords":94,"deleted_at":87,"created_at":95,"updated_at":96,"lang":90},"Quasa media is a growth hacking blog for those who have no experience","Insiders and instructions on how not to step on a rake in any area of life.","For newbies, how to, newbie, advice, instructions","2021-10-25T14:55:26.000000Z","2024-08-25T15:35:10.000000Z",[98,112,124,136,149],{"title":99,"description":100,"slug":101,"created_at":102,"publish_at":102,"formatted_created_at":103,"category":104,"links":105,"view_type":86,"video_url":87,"views":110,"likes":89,"lang":90,"comments_count":89,"is_pinned":111},"Cloudflare Just Made Email a First-Class Citizen for AI Agents — And Traditional Email Services Are Feeling It","On April 17, 2026, Cloudflare quietly turned a long-standing dream into reality: it moved Email Service into public beta and added full Email Sending alongside the years-old Email Routing.","cloudflare-just-made-email-a-first-class-citizen-for-ai-agents-and-traditional-email-services-are-feeling-it","2026-04-19T18:41:05.000000Z","19.04.2026",{"title":43,"slug":44},{"image":106,"image_webp":107,"thumb":108,"thumb_webp":109},"https://cdn.quasa.io/images/news/BL8rqDdPh380Xfk5TP00aXBFWdOVXI5BUQ1TuSaC.jpg","https://cdn.quasa.io/images/news/BL8rqDdPh380Xfk5TP00aXBFWdOVXI5BUQ1TuSaC.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/BL8rqDdPh380Xfk5TP00aXBFWdOVXI5BUQ1TuSaC.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/BL8rqDdPh380Xfk5TP00aXBFWdOVXI5BUQ1TuSaC.webp",8,false,{"title":113,"description":114,"slug":115,"created_at":116,"publish_at":116,"formatted_created_at":103,"category":117,"links":118,"view_type":86,"video_url":87,"views":123,"likes":89,"lang":90,"comments_count":89,"is_pinned":111},"Mozilla Nails It: Thunderbolt Brings “ChatGPT at Home” to the Enterprise — Without Vendor Lock-In","While OpenAI and Anthropic race to sell their proprietary AI platforms to big corporations, Mozilla’s subsidiary MZLA Technologies has taken a very different route.","mozilla-nails-it-thunderbolt-brings-chatgpt-at-home-to-the-enterprise-without-vendor-lock-in","2026-04-19T15:37:27.000000Z",{"title":58,"slug":63},{"image":119,"image_webp":120,"thumb":121,"thumb_webp":122},"https://cdn.quasa.io/images/news/qaAODXSpJy6qpJc0eO9DQ2Y6ccJR1tlL5i3mN0kV.jpg","https://cdn.quasa.io/images/news/qaAODXSpJy6qpJc0eO9DQ2Y6ccJR1tlL5i3mN0kV.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/qaAODXSpJy6qpJc0eO9DQ2Y6ccJR1tlL5i3mN0kV.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/qaAODXSpJy6qpJc0eO9DQ2Y6ccJR1tlL5i3mN0kV.webp",25,{"title":125,"description":126,"slug":127,"created_at":128,"publish_at":128,"formatted_created_at":103,"category":129,"links":130,"view_type":86,"video_url":87,"views":135,"likes":89,"lang":90,"comments_count":89,"is_pinned":111},"X Is Finally Cracking Down on Unlabeled Ads — And It’s Personal","For years, X (formerly Twitter) has been a playground for undisclosed promotions, coordinated spam networks, and “native” advertising that masquerades as organic content.","x-is-finally-cracking-down-on-unlabeled-ads-and-it-s-personal","2026-04-19T15:07:48.000000Z",{"title":65,"slug":66},{"image":131,"image_webp":132,"thumb":133,"thumb_webp":134},"https://cdn.quasa.io/images/news/CQJ1gdssFGyJpfhfmRU2X4WT5fk5Boc8APXsjWX6.jpg","https://cdn.quasa.io/images/news/CQJ1gdssFGyJpfhfmRU2X4WT5fk5Boc8APXsjWX6.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/CQJ1gdssFGyJpfhfmRU2X4WT5fk5Boc8APXsjWX6.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/CQJ1gdssFGyJpfhfmRU2X4WT5fk5Boc8APXsjWX6.webp",27,{"title":137,"description":138,"slug":139,"created_at":140,"publish_at":141,"formatted_created_at":103,"category":142,"links":143,"view_type":86,"video_url":87,"views":148,"likes":89,"lang":90,"comments_count":89,"is_pinned":111},"Bitcoin Developers Propose BIP-361: Quantum-Proof Migration That Would Freeze Millions of Legacy Coins","In a move that could reshape the security of Bitcoin’s unspent transaction outputs forever, Bitcoin developers have introduced BIP-361 — officially titled “Post Quantum Migration and Legacy Signature Sunset.”","bitcoin-developers-propose-bip-361-quantum-proof-migration-that-would-freeze-millions-of-legacy-coins","2026-04-17T11:38:06.000000Z","2026-04-19T11:29:00.000000Z",{"title":43,"slug":44},{"image":144,"image_webp":145,"thumb":146,"thumb_webp":147},"https://cdn.quasa.io/images/news/XW07GuAbFLRaVskP2iUsv0witLmM4GwiSlwMPZpp.jpg","https://cdn.quasa.io/images/news/XW07GuAbFLRaVskP2iUsv0witLmM4GwiSlwMPZpp.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/XW07GuAbFLRaVskP2iUsv0witLmM4GwiSlwMPZpp.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/XW07GuAbFLRaVskP2iUsv0witLmM4GwiSlwMPZpp.webp",47,{"title":150,"description":151,"slug":152,"created_at":153,"publish_at":154,"formatted_created_at":103,"category":155,"links":156,"view_type":86,"video_url":87,"views":161,"likes":89,"lang":90,"comments_count":89,"is_pinned":111},"Thomas Peterffy’s Bold Vision for Prediction Markets: Why Interactive Brokers Is Betting Big on “Useful” Bets","In a wide-ranging conversation on Bloomberg’s Odd Lots podcast, Thomas Peterffy — founder, chairman, and CEO of Interactive Brokers (IBKR) — sat down to discuss one of the most intriguing projects in his company’s 50-year history: IBKR ForecastTrader, the brokerage giant’s freshly launched prediction market 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Enterprisers are people who undertake a business or enterprise with the chance of earning profits or suffering from loss.","the-anatomy-of-an-entrepreneur","2021-08-04T15:18:21.000000Z","2025-12-14T06:09:00.000000Z","14.12.2025",{"title":65,"slug":66},{"image":172,"image_webp":87,"thumb":173,"thumb_webp":173},"https://cdn.quasa.io/images/news/mVsXPTMuHZuI7UXCsENgL1Qwp1uSOf7Rz3uVPMfm.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/mVsXPTMuHZuI7UXCsENgL1Qwp1uSOf7Rz3uVPMfm.webp",70823,2,{"title":177,"description":178,"slug":179,"created_at":180,"publish_at":181,"formatted_created_at":182,"category":183,"links":184,"view_type":189,"video_url":87,"views":190,"likes":191,"lang":90,"comments_count":89,"is_pinned":111},"Advertising on QUASA","QUASA MEDIA is read by more than 400 thousand people a month. We offer to place your article, add a link or order the writing of an article for publication.","advertising-on-quasa","2022-07-06T07:33:02.000000Z","2025-12-15T17:33:02.000000Z","15.12.2025",{"title":58,"slug":63},{"image":185,"image_webp":186,"thumb":187,"thumb_webp":188},"https://cdn.quasa.io/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.jpg","https://cdn.quasa.io/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.webp","large",70588,4,{"title":193,"description":194,"slug":195,"created_at":196,"publish_at":197,"formatted_created_at":198,"category":199,"links":200,"view_type":86,"video_url":87,"views":203,"likes":191,"lang":90,"comments_count":89,"is_pinned":111},"What is a Startup?","A startup is not a new company, not a tech company, nor a new tech company. You can be a new tech company, if your goal is not to grow high and fast; then, you are not a startup. ","what-is-a-startup","2021-08-04T12:05:17.000000Z","2025-12-17T13:02:00.000000Z","17.12.2025",{"title":65,"slug":66},{"image":201,"image_webp":87,"thumb":202,"thumb_webp":202},"https://cdn.quasa.io/images/news/EOsQhSW3VXyG7a6NPdE1oZd00xfJXe3bjY5aJGb7.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/EOsQhSW3VXyG7a6NPdE1oZd00xfJXe3bjY5aJGb7.webp",68221,{"title":205,"description":206,"slug":207,"created_at":208,"publish_at":209,"formatted_created_at":210,"category":211,"links":212,"view_type":86,"video_url":87,"views":217,"likes":175,"lang":90,"comments_count":218,"is_pinned":111},"Top 5 Tips to Make More Money as a Content Creator","Content creators are one of the most desired job titles right now. Who wouldn’t want to earn a living online?","top-5-tips-to-make-more-money-as-a-content-creator","2022-01-17T17:31:51.000000Z","2026-01-17T11:30:00.000000Z","17.01.2026",{"title":19,"slug":20},{"image":213,"image_webp":214,"thumb":215,"thumb_webp":216},"https://cdn.quasa.io/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.jpg","https://cdn.quasa.io/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.webp",42198,1,{"title":220,"description":221,"slug":222,"created_at":223,"publish_at":224,"formatted_created_at":225,"category":226,"links":227,"view_type":189,"video_url":87,"views":232,"likes":175,"lang":90,"comments_count":89,"is_pinned":111},"8 Logo Design Tips for Small Businesses","Your logo tells the story of your business and the values you stand for.","8-logo-design-tips-for-small-businesses","2021-12-04T21:59:52.000000Z","2025-05-05T03:30:00.000000Z","05.05.2025",{"title":15,"slug":16},{"image":228,"image_webp":229,"thumb":230,"thumb_webp":231},"https://cdn.quasa.io/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.jpg","https://cdn.quasa.io/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.webp",41294,[234,235,236,237,238,239,240,241,242,243,244,245,246],{"title":23,"slug":24},{"title":47,"slug":48},{"title":55,"slug":56},{"title":43,"slug":44},{"title":51,"slug":52},{"title":31,"slug":32},{"title":35,"slug":36},{"title":27,"slug":28},{"title":19,"slug":20},{"title":15,"slug":16},{"title":58,"slug":63},{"title":11,"slug":12},{"title":65,"slug":66}]