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    ComfyUI Wan 2.2 SVI/I2V/FLF2V Workflow - Wan22_SVI
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    ComfyUI Wan 2.2 SVI, I2V and FLF2V Workflow


    Any feedback would be appreciated.

    SVI Features:

    • Sage-attention

    • Frame Interpolation

    • Upscale

    • LoRA Loader

    I2V & FLF2V Features:

    • Sage-attention

    • Frame Interpolation

    • Upscale

    • Florence2

    • LoRA Loader

    • Color Match

    • FBCNN


    WAN2.2 I2V Model Downloads
    Here are the Q8 Version of the High and Low Nosie models:

    https://huggingface.co/bullerwins/Wan2.2-I2V-A14B-GGUF/blob/main/wan2.2_i2v_high_noise_14B_Q8_0.gguf

    https://huggingface.co/bullerwins/Wan2.2-I2V-A14B-GGUF/blob/main/wan2.2_i2v_low_noise_14B_Q8_0.gguf

    You might want to download other quantized version from here:

    https://huggingface.co/bullerwins/Wan2.2-I2V-A14B-GGUF/tree/main
    other versions:

    https://huggingface.co/Kijai/WanVideo_comfy_fp8_scaled/tree/main/I2V
    https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/tree/main/split_files/diffusion_models

    Text Encoders Downloads
    umt5_xxl_fp8_e4m3fn_scaled.safetensors:

    https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/tree/main/split_files/text_encoders

    VAE Downloads

    https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/tree/main/split_files/vae

    CLIP VISION Downloads

    https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/blob/main/split_files/clip_vision/clip_vision_h.safetensors

    LoRA Downloads

    SVI LoRAs Download

    https://huggingface.co/Kijai/WanVideo_comfy/tree/main/LoRAs/Stable-Video-Infinity/v2.0

    NSFW LoRAs Download
    NSFW-22-H-e8.safetensors and NSFW-22-L-e8.safetensors:

    https://civarchive.com/models/1307155/wan-22-experimental-wan-general-nsfw-model

    Live Wallpaper LoRA Download

    livewallpaper_wan22_14b_i2v_low_model_0_1_e26.safetensors:

    https://civarchive.com/models/1264662/live-wallpaper-style

    Lightning LoRAs Download

    https://huggingface.co/lightx2v/Wan2.2-Distill-Loras/tree/main

    https://huggi

    Upscaler Download

    4x_foolhardy_Remacri or realesrganX4plusAnime_v1.pt (for anime) or any other upscaler model:

    https://civarchive.com/models/147821/realesrganx4plus-anime-6b
    https://huggingface.co/FacehugmanIII/4x_foolhardy_Remacri


    Custom Nodes for SVI:

    https://github.com/ltdrdata/ComfyUI-Manager

    https://github.com/rgthree/rgthree-comfy

    https://github.com/Fannovel16/ComfyUI-Frame-Interpolation

    https://github.com/city96/ComfyUI-GGUF

    https://github.com/kijai/ComfyUI-KJNodes

    https://github.com/pythongosssss/ComfyUI-Custom-Scripts

    Custom Nodes for I2V&FLF2V:

    https://github.com/ltdrdata/ComfyUI-Manager

    https://github.com/rgthree/rgthree-comfy

    https://github.com/Miosp/ComfyUI-FBCNN

    https://github.com/Smirnov75/ComfyUI-mxToolkit

    https://github.com/Fannovel16/ComfyUI-Frame-Interpolation

    https://github.com/city96/ComfyUI-GGUF

    https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite

    https://github.com/kijai/ComfyUI-KJNodes

    https://github.com/kijai/ComfyUI-Florence2

    https://github.com/cubiq/ComfyUI_essentials

    https://github.com/yolain/ComfyUI-Easy-Use

    https://github.com/pythongosssss/ComfyUI-Custom-Scripts

    https://github.com/cubiq/ComfyUI_IPAdapter_plus


    Jan. 2, 2026

    Added 3Sampler SVI version and minor adjustment of SVI workflow

    Jan. 1, 2026

    Added SVI version

    Sep. 4, 2025

    Added 3 KSampler versions

    Sep. 3, 2025

    Published initial Wan22_FLF2V (FirstLastFrame2Video) Version

    Updated Wan22_I2V version

    Sep. 2, 2025

    Published initial Wan22_I2V (Image2Video) version


    Experiment and enjoy!

    Description

    SVI Workflow Upload
    Key Features:

    • Sageattention

    • Upscale

    • Interpolation

    • LoRA

    FAQ

    Comments (17)

    aureliusJan 3, 2026· 1 reaction
    CivitAI

    Good. Does the job, and the layout is good and intuitive.

    aureliusJan 4, 2026
    CivitAI

    You need to put NAG (negative attention guidance) between the LightX2V Lora node and Scheduled CFG Guidance nodes. The negative prompt is currently placebo and does nothing with the default CFG 1.0 settings.

    drsammydJan 9, 2026

    Is this for the I2V or FLF2V workflow?

    aureliusJan 9, 2026· 1 reaction

    @drsammyd As long as your CFG is 1, as it is with lightx2v, you need NAG for the negative prompt to do anything. Doesn't matter what kind of generation it is. You need two NAG nodes, one for high and one for low. If using SVI, you need them for every video in the chain.

    mifink94Jan 4, 2026
    CivitAI

    hello)

    is version of Comfy important? I cant install itWanImageToVideoSVIPro, UnetLoaderGGUF :(

    Legendaer
    Author
    Jan 4, 2026

    Hi, you need the nightly version of ComfyUI-KJNodes for the WanImageToVideoSVIPro node since its still very new. For the gguf unet loader you need ComfyUI-GGUF

    mifink94Jan 4, 2026

    @Legendaer thanks boss, I think I understand. should I either wait a little longer or install the nightly version of KJ?

    Sorry for the stupid questions. For some reason, learning Comfi is really hard for me...really hard(

    Legendaer
    Author
    Jan 4, 2026

    @mifink94 Well, that depends on how patient you are, since it’s uncertain when the version number will be incremented.

    mifink94Jan 5, 2026

    @Legendaer Its clear, thank you very much for help!)

    SiMBa25Jan 5, 2026
    CivitAI

    Hello, I'd like to ask why SageAttetion isn't working. Everything works fine in other similar workflows.

    I have SageAttetion 2.2.0 and Triton 3.5 installed.

    And one more question: how can I speed up the animation? It's too slow.

    aureliusJan 6, 2026

    Try to lower Shift and make the prompt more dense or reduce the video length per segment. As for SageAttention, no idea why it wouldn't work if it works elsewhere.

    Legendaer
    Author
    Jan 10, 2026

    Also not sure why sageattention wouldn't work for you if it works elsewhere since I haven't had any issues myself. And to speed up the animation, you can try what the other comment suggested. But if it's just for a flat out speed increase just increase the fps. Also, the lightx2v lora tends to reduce movement, so you could either disable it, which would require a lot more steps, or use the 3Sampler workflow, where the first step is without the lora.

    SiMBa25Jan 11, 2026· 2 reactions

    @Legendaer I apologize for my inattention...

    Everything works, it's just that in automatic mode, I selected options that I don't have in Python.
    I only have sage attention 2.2.0 and triton-windows 3.5.1 installed.
    I just needed to manually select sageattngk int8pv_fpl6_triton since I don't have the other options...
    Now everything works great.
    I use DasiwaWAN22I2V14BTastysinV8_q6High.gguf and DasiwaWAN22I2V14BTastysinV8_q6Low.gguf

    SiMBa25Jan 11, 2026· 1 reaction

    @Legendaer And yes, I use the 3 KMsampler, I liked it better too.

    organic10255121Jan 16, 2026
    CivitAI

    Thank you for the great workflow!

    But is setting "start percentage=0" in every sampler fine?

    Isn't it the same as setting "start at=0" in general high and low K samplers?

    NemesisEnforcerFeb 20, 2026· 3 reactions
    CivitAI

    Excellent stuff, thank you! My next mission in life, acquire more RAM and VRAM. Then I will be complete.

    bevangg956Apr 12, 2026

    There are some things in life that you can never have enough of :)

    Workflows
    Wan Video 2.2 I2V-A14B

    Details

    Downloads
    2,546
    Platform
    CivitAI
    Platform Status
    Available
    Created
    1/2/2026
    Updated
    5/3/2026
    Deleted
    -

    Files

    comfyuiWan22SVII2V_wan22SVI.zip

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