Nodes/PopNow/Wan 2.1 LoRA · Image to Video
ComfyUI Node

Wan 2.1 LoRA · Image to Video

Wan 2.1 LoRA · Image to Video — the one node here where you touch the sampler

By popnow-ai·Created 24 days ago·Updated about 20 hours ago· 0
Wan 2.1 LoRA · Image to Video
  • image_url
  • loras
  • video
  • task id
◄prompt►
◄negative_prompt►
◄resolution480p►
◄duration_seconds5►
◄guidance_scale5.0►
◄flow_shift-1.0►
◄steps30►
◄seed0►

What it is

Wan 2.1 image-to-video, with a LoRA socket and - unusually for this pack - the diffusion knobs left on the node. guidance_scale, steps and flow_shift are all exposed, which makes this the closest thing to a local Wan workflow you can get without owning the weights. Everything else in the PopNow video lineup hides the sampler entirely; here, if a clip looks over-baked, you can actually do something about it.

It's also the right node for the awkward case: you have one still you like and a specific adapter that makes it work, and you want motion out of it without setting up Wan 2.1 locally. I2V is where the open-video crowd prefers to work anyway - anchoring frame one solves more consistency problems than any amount of prompt engineering in text-to-video.

How it works

Your opening frame is uploaded (remuxed, not re-encoded, if it arrives as a video-style container), the settings are sent as a request, PopNow runs the model on their cards, and the finished file is downloaded and handed back as a ComfyUI VIDEO value. Wire that into Save Video - a VIDEO socket is not something Save Image understands.

Two behaviours worth knowing before you spend anything: every run is quoted first and held at the quoted amount (there's a Max credits per run ceiling in Settings > PopNow if you don't trust your own clicking), and seeds default to fixed, so re-queueing the same graph returns the same clip rather than a fresh charge.

The inputs that matter

image_url is the opening frame and the clip keeps its aspect ratio - that's your framing decision made for you. Portrait stills make portrait clips.

prompt should describe what happens after that frame, plus the camera move. This is the community's two-prompt rule in miniature: the still is already decided, so don't re-describe it. "She turns toward the window and the camera slowly pushes in" beats "a woman in a red coat by a window."

steps (1–40, default 30) and guidance_scale (0–20, default 5) are the quality/speed dials. Fewer steps come back faster and softer; the useful range is high-teens to thirty. Guidance around 5 is sane; crank it and clips get contrasty and stiff.

flow_shift is Wan's flow-matching timestep shift and the one field nobody can guess. Leave it at -1 unless you're deliberately experimenting: -1 lets the model use its default of 3 at 480p and 5 at 720p, which is almost always what you want.

duration_seconds is 5 or 10, resolution is 480p or 720p, negative_prompt takes what must stay out, and loras accepts up to three adapters trained for Wan 2.1 14B, each via its own PopNow LoRA node. Outputs: video and task id.

Installing it

cd ComfyUI/custom_nodes
git clone https://github.com/popnow-ai/popnow-comfyui   # or Manager > search "PopNow"

Key from popnow.ai/api/console/keys into Settings > PopNow, or POPNOW_API_KEY in the environment for a server, then restart so the catalog rebuilds. No model downloads whatsoever - that's the entire appeal, and also why this works on a Mac.

Where it goes wrong

Cost sneaks up on you here because Wan 2.1 LoRA bills per request rather than per second: 5s at 480p is the cheap seat, and both 10 seconds and 720p step up the price, so a 10s 720p run is roughly double the entry rate. Draft at 480p/5s, then re-run the winner at 720p.

Motion that barely happens is usually a prompt problem, not a step-count problem - lengthen the description of the action and name the camera move. A clip that looks like the still with a slow zoom is Wan being polite; give it something to do.

If you're feeding a LoRA and nothing changes, check the base: these want Wan 2.1 14B adapters, and a 2.2 or SDXL adapter will pass through silently. On the plumbing side, 40004 means that combination of resolution, duration and settings can't be served - change the field the message names. 40201 is an empty wallet, and an error ending in request_id ... is the one to hand to support.

CategoryPopNow/Video/Alibaba

Inputs (10)

NameTypeDefaultDescription
promptSTRINGDescribe what happens after the opening frame and how the camera moves.
negative_promptSTRINGWhat must stay out of the clip.
image_urlIMAGEOpening frame. The clip keeps its aspect ratio.
resolutionCOMBO480pOutput resolution.
duration_secondsCOMBO5Clip length: 5 or 10 seconds.
guidance_scaleFLOAT5.00–20How closely the clip follows the prompt, from 0 to 20.
flow_shiftFLOAT-1.0-1–10Flow-matching timestep shift, from 1 to 10. Leave it out for the default (3 at 480p, 5 at 720p). -1 leaves it to the model.
stepsINT301–40Denoising steps, from 1 to 40. Fewer steps return faster and softer.
seedINT00–2147483647Same seed and settings, same result. Set 'control after generate' to randomize to get a new result on every run; every run is billed.
lorasoptPOPNOW_LORASUp to three LoRA weight files trained for Wan 2.1 14B, each with its own strength.

Outputs (2)

NameTypeDescription
videoVIDEO—
task idSTRINGThe PopNow task id, for the API console logs or support.