Mara Lindqvist
@maralinq · Follow
Every product still goes through Seedvr now. Edges return clean, labels stay readable.
Mar 4, 2026
Seedvr · image & video upscaler
Sharpen photos and video online with Seedvr
Pick a file, check one result, then scale up. No GPU drivers or ComfyUI graph.
Or drag an image or clip here
JPEG, PNG, WebP · MP4, WebM
Test a single frame first, then review before a longer edit.
See the comparison
One-step diffusion restore
Tested on soft, compressed sources
Drag, drop or paste
Nothing to install locally
Before
After
Photographic before / after
One scene, two states: slide to see the change
Drag the handle across the same 1600 × 900 still: soft original on the left, the Seedvr pass on the right. Staged, not customer media.
- Both frames
- 1600 × 900
- Format
- WebP
- Alignment
- Pixel-matched
- Source
- Studio library
Seedvr routes: choose by output, then commit
Stills, video and batches each get a lane in Seedvr. Match one to the job.
Ship whole client batches
Listing photos and social stills, one run.
Know your video lane
Standard for everyday clips; heavier models for rough motion.
Keep sources in view
Check each output against its original frame.
Image lane
Portraits, products, screenshots
2x
4x
2K output
For stills that need crisp edges and readable text.
- Product sets and listings
- Old prints and scans
Most chosen
Video lane
Five named models, one selector
Standardeveryday clips
FlashVSRlightweight pass
SeedVR2one-step diffusion
Prodemanding delivery
Ultimatehardest footage
Cartoon lane
Phone and animation footage
vCube scene presets and frame-rate controls for animation.
Scene presets
Frame-rate control
Browser-based workflow
Model named before each run
Source and output side by side
ComfyUI alternative
Out of memory on an 8GB card again?
Skip CUDA mismatches and node conflicts: run the Seedvr restore in a tab and keep your GPU for other work.
Studio & agency volume
Larger restoration batches for production studios
Recurring archive work? Scope one pilot clip before the full delivery.
Test one representative sample first
Agree output scope early
Keep originals beside the new cut
Review every scene before sign-off
Creator notes
How small teams put Seedvr to work
Editors who upscale stills, compare video models or clean up cartoons.
Theo Achebe
@theoframes · Follow
One forward pass, not dozens of steps. Old 720p interviews now look like fresh 1080p.
Jun 10, 2025
Rin Okabe
@rinnodes · Follow
Moved my ComfyUI upscale chain to Seedvr. Same detail control, no VRAM juggling.
Sep 18, 2025
Pick the lane that fits
Clear options before any long job
Start with stills, compare five video models, or send cartoon clips to vCube.
Image output
2x/4x
Still upscaling for portraits, products and reference frames.
Video delivery
4K
Standard, FlashVSR, SeedVR2, Pro and Ultimate, named up front.
Focused lanes
3
Workspace, video selector and cartoon flow, one intent each.
Start with a single still
Drop in one photo, take away a clean 2K frame
Let Seedvr finish one 2K still, then decide whether video deserves the next step. vCube stays ready for cartoon footage.
2x / 4x
Scale options
2K
Still output target
5
Video models to compare
Questions & answers
What people ask about the Seedvr workspace
What is Seedvr?
Seedvr is an independent browser workspace for upscaling stills and cleaning up video, with uploads and downloads in one place.
Which lane suits a blurry clip?
Start with Standard on a short segment. Move up only if motion or compression artifacts remain.
When should I test Pro?
For demanding deliveries. Compare the same segment first; heavier is not always better on crushed sources.
Do I need a GPU or ComfyUI?
No. Seedvr runs the restore remotely, so a laptop browser is enough.
How does this relate to the open SeedVR2 weights?
The research weights can be self-hosted. Seedvr wraps that model family in a hosted interface, so you skip the wiring.
What happens if a job fails?
The task is marked failed with the returned error; fix the source and resubmit it as a new attempt.
Video upscaling by use case
Browser video upscalerLoad a short clip, check motion, then run the cut.
Judge it on a stillRun one image first to see how texture holds up.
4K deliveryReview a test scene on the heavier model.
Soft or compressed clipsClear blocky compression and smear before export.
Family and archive footageTest one scene; keep the original beside it.
Product videoCheck labels, texture and motion before delivery.
Seedvr upscaler guides
Old video to 1080p or 4KPicking a target resolution for browser restores.
Seedrv2 and other spellingsCommon misspellings of ByteDance's open restoration model.
SUPIR or SeedVR2?Modality, license, VRAM and deployment compared.
Is there an app to download?No installer; outputs download from the browser.
Latest articles
Upscaling notes, workflow tips and delivery checklists.
Want a result instead?Image upscaler·Video upscaler
Sharpen one photo now, plan the batch later
Upload a single still, review the 2K result, then move to video once the output convinces you.