CivArchive
    WAN-L.O.V.E. Low VRAM Image-to-Video Fast All-In-One - I2V 14B fp8
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    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, optionally, 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

    Description

    Merge of 720p and 480p Wan 2.1 and a few specially selected speed-up LoRAs. Should be compatible with most of 720p and 480p LoRAs.

    FAQ

    Checkpoint
    Wan Video 14B i2v 720p

    Details

    Downloads
    583
    Platform
    SeaArt
    Platform Status
    Available
    Created
    9/6/2025
    Updated
    9/28/2025
    Deleted
    -

    Files

    Available On (1 platform)

    Same model published on other platforms. May have additional downloads or version variants.