CivArchive
    Metal Yoke - CONDITIONED
    NSFW
    Preview 137433578

    If you like the model, please leave a comment or post an image! πŸ₯°
    Or if the model doesn't work as well as you expect, let me know with a comment! πŸ’¬ I can always add more training data.

    CONDITIONED MODEL IS img2img only!

    Use v1.2 for general use

    Please read before using the Conditioned Model:

    I made the conditioned model as a test using the same Cosmos reference latent method as seen in LoRAs like Anima Edit: https://civarchive.com/models/2650553/anima-edit?modelVersionId=3089149
    Everything said in that model about usage applies here too (you can even use the same workflow, but use my LoRA instead). But as a recap...

    • This takes an existing image and modifies it, trying to change only the target feature.

    • Requires a node to append an image reference latent: https://github.com/Anzhc/Anzhc-ComfyUI-Cosmos-Reference

    • Don't add any text to prompt except what you want changed. This one only works with wearing a metal yoke

    The model itself is pretty overfit and always makes the yoke in a specific art style. πŸ˜…
    If you want to fix the yoke you can mask just the yoke and use the v1.2 LoRA to get it closer to the actual image style.


    Regular Models

    v1.2 - Significantly less style bleed. Slightly less coherence (yoke will look melty or weird more often). Also a smaller size

    v1.1 - Slightly less concept and style bleed.

    A metal yoke that restrains the arms of the person wearing it. Just prompt it with wearing a metal yoke.

    If the metal is fusing into clothes or isn't well formed, you can prompt metal collar or metal arm cuffs .

    The only variation is single bar yoke which gets the yoke to have only 1 bar more frequently.

    Is generally consistent enough from front and back views. struggles with side views.

    If anyone has any advice on increasing the concept's cohesion so it shows the exact yoke shown in the dataset, please let me know. I used almost entirely 3d renders of the same object from multiple viewpoints and they all had the same physical structure so you think it would generate the same yoke every time.

    Description

    condition specific tooling

    FAQ

    Comments (1)

    shiowonekoJul 26, 2026
    CivitAI

    hey your work but it seems the model v1.2 does not adhere correctly for me 3/5 times from my testing. i did some digging on the meta data and i think adding more image or pose variant on the training set will help! other than that its good, also another tip using 3d is fine but i think it will help to use at least 30-40 ish image as appose to 18 with different genders and height

    LORA
    Anima

    Details

    Downloads
    134
    Platform
    CivitAI
    Platform Status
    Available
    Created
    7/22/2026
    Updated
    7/27/2026
    Deleted
    -
    Trigger Words:
    wearing a metal yoke

    Files

    yoke_conditioned-4.safetensors

    Mirrors