SeedVR2 Image Upscaler · First 2K still free for eligible accounts
SeedVR2 Image Upscaler: enhance photos, product shots, and AI stills to 2K & 4K
Whether you are sharpening e-commerce catalog photos, rescuing old family scans, or upgrading Midjourney, Flux, and Z-Image renders without installing a bulk image upscaler SeedVR2 3B ComfyUI graph, running single-frame diffusion restoration in the browser removes every hardware barrier. Eligible signed-in accounts can process and download their first 2K image free, and every subsequent 2K or 4K run shows its exact credit cost before you click confirm.
Test SeedVR2 restoration in the browser
Use our dedicated Image Upscaler lane for single stills and first-2K-free account trials, or test short motion clips directly in the workbench below. Every upload stays attached to your account through sign-in and prints the exact credit quote before processing starts.
Browser upload limit: 500 MB. For larger files, paste a publicly accessible HTTPS URL. Each job supports videos up to 10 minutes.
Quick scene presets
Presets pick a model for a common scenario. You can still switch models manually below.
Upscaled preview
Compare the enhanced output before exporting the final file.
Upload a clip, paste a direct video URL, or load the sample. No example video is downloaded until you ask for it.
Tip: keep your original FPS and avoid pre-scaling. The upscaler handles cadence better than most NLE plugins.
Test before processing the full video
Upscaling cannot recreate detail removed by heavy messaging compression. Test the hardest 5–10-second segment first; a higher-priced model is not automatically a better fit.
Published by SeedVR2.net, which operates the hosted browser upscaling platform on this site. SeedVR2 open-weight checkpoints were originally released under Apache-2.0 by ByteDance-Seed; SeedVR2.net is an independent commercial service with no ByteDance affiliation. Pricing and credit figures below are injected from our live billing configuration as of November 14, 2026.
Four highlights of the SeedVR2 image upscaler workflow
Single-image super-resolution and multi-image catalog runs share the same account balance and transparent preflight checks.
- Free entry sample
- First 2K image free
- Model architecture
- SeedVR2 3B / 7B diffusion
- Target outputs
- Clean 2K & print-ready 4K
- One shared wallet
- Packs from $19 (800 credits)
Eligible signed-in accounts receive one full 2K image restoration free to inspect real texture fidelity at 100% zoom.
Diffusion-transformer priors recover crisp fabric, hair, skin, and product edges without harsh unsharp-mask halos.
Export 2K masters for web storefronts and social carousels, or step up to 4K for hero banners and large crops.
Use one-time packs or monthly/annual subscriptions across both image upscaling and video restoration.
Why creators use SeedVR2 for still images as well as video
Although SeedVR2 gained fame as a diffusion video restorer, a single photograph or AI-generated still is simply a one-frame sequence passed through the exact same high-capacity spatial VAE and shifted-window transformer. Compared with lightweight ESRGAN 4x filters that frequently turn skin into smooth plastic or invent jagged ringing around dark eyelashes, diffusion-transformer priors preserve natural micro-grain and subtle tonal transitions.
That texture discipline explains why ComfyUI users routinely build bulk image upscaler SeedVR2 3B workflows for Flux, SDXL, Z-Image, and Midjourney outputs. The 3B model balances speed and crisp detail recovery on 1024x1024 drafts, lifting them to 2K or 4K print and marketplace dimensions without rewriting the lighting or facial identity of the original composition.
Running those 3B or 7B checkpoints locally still requires downloading multi-gigabyte safetensors files, matching VAE versions, and managing VRAM tiling on an NVIDIA desktop card. On SeedVR2.net, you upload a JPG, PNG, or WebP in any browser—on Mac, Windows, iPad, or phone—and download the finished high-resolution file in seconds.
- Preserves natural pores, fabric weave, and fine hair strands better than legacy GAN 4x scalers.
- Works equally well on real camera JPEGs, scanned prints, and 1024px AI image generations.
- Zero local GPU, CUDA driver, or ComfyUI custom-node maintenance required.
Preparing photos and AI renders before upscaling
Start from the original camera file, raw export, or direct AI generator PNG rather than a screenshot or a JPEG saved three times through chat apps. Messaging platforms strip chrominance detail and stamp 8x8 compression blocks across smooth sky and studio backdrops; feeding the cleanest file lets SeedVR2 focus on genuine resolution expansion.
Hold off on adding price badges, promo text, vector logos, or heavy Instagram sharpening filters until after upscaling completes. Clean photographic pixels upscale smoothly, whereas pre-baked text overlays or artificial edge halos get magnified alongside the image.
When organizing a catalog batch—such as twenty product angles or a set of character concept sheets—group images by similar lighting and starting resolution first. Test one representative shot using your free 2K sample, inspect edges at 100% zoom, and lock that exact tier for the rest of the set.
- Upload direct PNG or high-quality JPEG originals rather than mobile screenshots.
- Place typography, watermarks, and vector badges on top of the finished 2K or 4K master.
- Validate one pilot image at 100% zoom before running an entire product or portfolio batch.
Choosing between 2K web delivery, 4K print masters, and local 3B batches
For Shopify, Amazon, Etsy, blog headers, and retina web portfolios, 2K output hits the sweet spot between crisp zoom-in clarity and fast page-load performance. Eligible accounts can run their very first 2K image free right after signing in, making 2K the fastest way to benchmark SeedVR2 on your own artwork or photography.
Step up to 4K when delivering wide hero banners, trade-show displays, fine-art prints, editorial crops, or 16:9 keyframes that will be animated inside a 4K video timeline. Having extra pixel headroom lets designers crop into a portrait or product detail without dropping below print DPI thresholds.
If you process thousands of synthetic training images overnight and already own a 16 GB or 24 GB NVIDIA RTX workstation, self-hosting the INT8 or FP16 3B checkpoint in ComfyUI can make sense for unattended local queues—check our hardware and download guides linked below. For everyday creative production without babysitting VRAM errors, cloud processing finishes while you keep designing.
- 2K covers e-commerce zoom views, social carousels, and web hero images cleanly.
- 4K covers print layouts, tight editorial crops, and UHD video storyboard plates.
- Use your free first 2K run to compare against local ESRGAN or SUPIR results side by side.
Color consistency, retouching order, and video keyframe handoffs
In a professional retouching or design pipeline, run super-resolution right after basic exposure balance and dust cleanup, but before final output sharpening and export color-space conversion. Upscaling a balanced file preserves highlight roll-off and shadow detail without clipping bright specular reflections on jewelry, glass, or skin.
Many motion designers also use the SeedVR2 image upscaler to sharpen still keyframes before feeding them into image-to-video generators, or to upscale final poster thumbnails alongside a matching video campaign. Keeping both your still thumbnails and video masters on the same SeedVR2 restoration family maintains consistent visual texture across thumbnails and playback.
Always archive the untouched original file next to your 2K or 4K upscale so future aspect-ratio crops, background removals, or print color-profile exports can pull from clean masters.
- Upscale before final print/web sharpening and before adding graphic layout layers.
- Pair 2K/4K upscaled keyframes with SeedVR2 video restoration for unified campaign texture.
- Keep original files archived alongside 2K and 4K masters for future layout revisions.
Simple credit pricing across images and video in one account
SeedVR2.net uses one unified credit balance across image upscaling and video restoration, with zero hidden deductions. Eligible accounts start with one free 2K image upscale after sign-in, and every paid 2K or 4K job displays its exact credit cost above the action button before you run it.
If you only need a handful of high-resolution product photos or key art prints, one-time general packs start at $19 for 800 credits—no recurring subscription required. Teams handling ongoing catalog shoots plus social video clips can choose Starter ($39/mo, 3,100 credits), Creator ($99/mo, 8,900 credits), or Studio ($149/mo, 14,400 credits), with annual Creator lowering per-credit cost to $0.0093.
Because image jobs consume a fraction of the compute required for multi-minute video timelines (where Standard 1080p video runs 540 credits/min across files up to 10 minutes), even the entry $19 pack covers substantial still-image batch work alongside short video tests.
- First 2K image is free for eligible signed-in accounts; later jobs print exact credit cost upfront.
- Entry one-time pack starts at $19 (800 credits) with shared image & video access.
- Creator annual lowers unit cost to $0.0093/credit (~$5.01/min on 1080p video).
Honest boundaries for SeedVR2 image upscaling
Super-resolution reconstructs clean edges and realistic micro-texture, but five practical boundaries apply to every still-image job.
- Upscaling will not fix anatomically distorted AI hands, misspelled generated signs, or severe camera motion smear—correct composition issues first.
- Microscopic barcode digits, blurry document paragraphs, and tiny background faces cannot be reconstructed as factual evidence.
- For multi-frame clips rather than single stills, use our Video Upscaler lane and keep original audio tracks in your editor.
- Very large uncompressed TIFFs should be exported as high-quality PNG or WebP within browser upload limits (up to 500 MB on video/media lanes, 10-min cap on clips).
- Only upload photographs, brand assets, and artwork you own or have client authorization to process in the cloud.
SeedVR2 Image Upscaler FAQ
How do I get my first 2K image upscale free?
Upload a photo on the homepage or in our Image Upscaler tool and sign in. Your uploaded file stays preserved across sign-in, and eligible new accounts process and download their first 2K result for 0 credits before deciding whether to buy a $19 pack (800 credits) or plan.
Can SeedVR2 replace a bulk image upscaler SeedVR2 3B setup in ComfyUI?
Yes for designers, marketers, and Mac or laptop users who want SeedVR2 diffusion quality without installing Python, CUDA, and 3B/7B safetensors files. If you already run a 16 GB+ NVIDIA workstation for thousands of automated local files, you can also consult our free ComfyUI setup guides.
How does SeedVR2 compare with ESRGAN or SUPIR on portraits and AI art?
Traditional ESRGAN models run fast but often over-sharpen edges and flatten skin into plastic textures, while SUPIR can hallucinate heavy changes unless carefully prompted. SeedVR2 strikes a balanced middle ground—recovering crisp natural texture while staying faithful to your original lighting and subject.
Do image upscales and video upscales share the same credits?
Yes. Credits from a $19 one-time pack or any Starter, Creator ($0.0093/credit on annual), or Studio subscription work across both still-image upscaling and video restoration (540 credits/min on Standard 1080p, ~$5.01/min at Creator annual rate).