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    Klein 9B lcs consistency lora 20260415

    RunningHub:

    Lora:

    https://www.runninghub.ai/model/public/2044762492517228546?inviteCode=rh-v1279

    Online Workflow:

    https://www.runninghub.ai/post/2016109710943981570/?inviteCode=rh-v1279

    Klein 9B consist lcs preivew 20260328

    preview version of lcs training method.

    Further version is under development

    Klein 4B Consistency Lora

    This lora inspired by ByteDance Heilos Easy Anti-Drifting method.

    I implemented Frame-Aware Corrupt (Reference Latent Corrupt) latent and Color Statistics Loss.

    In additionally, I use frequence split dataset which created by converting an image into frequence domain and split it into high freq image and low freq image.

    Reference: low freq image, high freq image (0.8 dropout rate on high freq image)

    Target: clean image

    lr: 2e-4

    scheduler: cosine

    optimizer: adamw8bit

    steps: 6000

    Suggested Prompt:

    {edit prompt}. Transform the image to realistic photograph. add realistic details to the corrupted image. restore high frequence details from the corrupted image.

    Suggested Strength:

    0.5-0.7

    Trained on 4B based. This lora aims to preserve image consistence across multiple input images. Control the lora via lora strength.

    More strength means more consistence but it would also hurt edit abilities.

    Different image might has different optimal lora strength.

    Running Hub

    Flux2 Klein 4B一致性lora对比 runninghub.ai/post/2032812180667633666/?inviteCode=rh-v1279

    Flux2 Klein 4B一致性lora 不偏色 不偏移 runninghub.ai/post/2032817113190113281/?inviteCode=rh-v1279

    Flux2 Klein 9B Consist Lora

    HuggingFace:

    https://huggingface.co/lrzjason/Consistance_Edit_Lora

    Klein 9B Consis Lora

    Suggested Prompt:

    restore image details

    Flux2 Klein 9B Consis Lora

    Trained on 9B based. This lora aims to preserve image consistence across multiple input images. Control the lora via lora strength.

    Suggested strength: 0.2~1.5

    Use with any prompts.

    More strength means more consistence but it would also hurt edit abilities.

    Different image might has different optimal lora strength.

    RH:

    https://www.runninghub.ai/post/2016109710943981570/?inviteCode=rh-v1279

    ======================QE2511================================

    RH:

    https://www.runninghub.ai/model/public/2010085010870640641?inviteCode=rh-v1279

    Custom_node:

    https://github.com/lrzjason/Comfyui-QwenEditUtils

    QE2511 Alpha is trained on QwenEdit 2511.

    As same as previous lora, this lora helps to maintain image consistence.

    The lora is trained using nf4 qlora.

    V2 lora is trained for QwenEditPlus aka QwenImage Edit (2509)

    It is recommanded to use with strength between 0.5 ~1.0 for multiple images

    0~0.5 for single image

    It needs to use with workflow v4.0 https://civarchive.com/models/1939540

    RH workflow:

    QwenEdit Consistence Edit workflow v4.0

    Experience link: https://www.runninghub.ai/post/1965033238311915522/?inviteCode=rh-v1279

    QwenEdit Consistence Edit workflow v2.0

    Solved pixels shift issue and keep qwenvl encode image ability.

    RH workflow:

    QwenEdit Consistence Edit workflow v2.0

    Experience link: https://www.runninghub.ai/post/1965033238311915522/?inviteCode=rh-v1279

    Trained with no ref image into qwenvl.

    This lora typical to test the consistency with kontext like workflow.

    It is suggested to use 0.45~0.5 lora stregth

    Workflow:

    https://civarchive.com/models/1939540/qwenedit-consistance-edit-workflow

    RH workflow:

    It's extremely fun and I highly recommend it to you!

    Workflow: QwenEdit Consistence Edit workflow

    Experience link: https://www.runninghub.ai/post/1965033238311915522/?inviteCode=rh-v1279

    Description

    FAQ

    Comments (13)

    VlonadioJan 12, 2026
    CivitAI

    This lora is amazing!! Thanks for making it!
    I have just one question. In your examples, we can see that you were able to transfer the facial expression, and not just clothes. What kind of prompt did you use? Is there a trigger word or phrase that can help with that? Thanks again for your lora

    xiaozhijason
    Author
    Jan 13, 2026· 6 reactions

    transfer face expression from picture 2 to picture 1. Keep the same structure and color in picture 1. Avoid picture 2 character to be existed in picture 1. (Something like this but not exactly, I was using Chinese prompt)

    VlonadioJan 13, 2026· 1 reaction

    @xiaozhijason Thank you! I'm gonna try

    fenasikerimJan 21, 2026· 3 reactions
    CivitAI

    We need this for Klein 9B Edit

    ShadoKilJan 22, 2026
    CivitAI

    amazing good!!
    do you have this lora for 2511 on RH? I cannot find it

    xiaozhijason
    Author
    Jan 22, 2026

    Yes, it is. The example link is the 2511 version

    xiaozhijason
    Author
    Jan 22, 2026

    Oh, sorry. Forgot to update the lora link. https://www.runninghub.ai/model/public/2010085010870640641

    Xi_muJan 23, 2026
    CivitAI

    这个模型就是神!

    aykutbozkurt933Jan 23, 2026
    CivitAI

    qe2511 alpha is working great. I have tested with multiple inputs with around 0.55 and it followed the prompt and maintained the characters. Amazing Job and thanks!

    vision181211772578Jan 26, 2026
    CivitAI

    Can you give prompt suggestion and main idea of this lora? Is it to minimally change original image by reference? I.e. improve lock preservation part?

    xiaozhijason
    Author
    Jan 26, 2026

    No prompt required. Just use strength to control the lora. Use any prompt.

    vision181211772578Jan 26, 2026

    @xiaozhijason Thank you for reply. But my question still stands what exactly this lora improves? All what I mentioned above? I see great results with replacing clothing. just wander what exactly target function optimized with this.

    xiaozhijason
    Author
    Jan 26, 2026

    @vision181211772578 The lora is to make the output more consistence to original input image. When increasing the lora strength, it would attempt to align the input image and output image. But when lora strength is too strong, it would produce the original image in output.

    LORA
    Qwen

    Details

    Downloads
    9,429
    Platform
    CivitAI
    Platform Status
    Available
    Created
    1/10/2026
    Updated
    6/30/2026
    Deleted
    -

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