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WAN-L.O.V.E. Low VRAM Image-to-Video Fast All-In-One (based on Wan 2.1)

39

746

28

Updated: Sep 12, 2025

base modellightningvideowanfast

Verified:

SafeTensor

Type

Checkpoint Merge

Stats

622

0

Reviews

Published

Aug 19, 2025

Base Model

Wan Video 14B i2v 720p

Hash

AutoV2
64EE20AF28

License:

WAN-L.O.V.E. is hybrid Wan Low Overhead VRAM Efficiency Image-to-Video Fast (4-step) All-In-One model (full checkpoint: UNET, CLIP and VAE). All you need to encode source images is this model and CLIP Vision model for Wan. Use CFG 1 and Euler sampler and beta scheduler and model shift 8-12. Enjoy!

In ComfyUI just use usual default workflow with checkpoint loader, CLIP vision loader and sampler.


Note: If you look for Wan 2.2 all-in-one version, then try this checkpoint, the same 1-pass workflow as for Wan 2.1 will work well.


Real 49 frames of 720p video generation with Wan 2.1 14B on i5-11400 with RTX 3050 4Gb and 32 Gb RAM via ComfyUI:

And the easy-peasy one-pass workflow (open this picture in a new tab):
wan21_checkpoint_workflow.png