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    belly_shape-anima - v2 stuffed_belly_pony
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    This DoRA is trained on a 1.7k images of varying belly shapes and belly clothing states for anima and others. I felt like it was better to combine and improve my existing belly shape LoRAs into one for ease of use and training.

    Update 2026/07/19:

    • Trained on Anima, and added two new shapes.

      • long belly: similar to torpedo, but is typically much larger and longer overall.

      • sprawling belly: The belly is sprawling across an object, with an overall flattened and wide shape. It helps to describe the object it is sprawling over in the prompt, like floor, table, etc.


    Important tags (same as Hyperfusion tags):

    • torpedo belly (fairly pointy and torpedo shaped)

    • sagging belly

    • distended belly (when the sides or ribs are being stretched by belly)

    • spherical belly

    • stuffed belly (stuffed with food or liquid, tends to be a more vertical shaped belly)

      • "full stomach" is a helper tag that describes the top part of the stomach being larger than the bottom for stuffed bellies.

    • wide belly (only works with straight-on poses)

    • long belly (longer than torpedo, but does not have to be pointy)

    • sprawling belly (typically large flabby bellies sprawling across a surface)

    • to a lesser extent:

      • low navel (navel is placed low on the belly)

      • hanging belly (unlike sagging, the character must be bent over in some way)

      • exposed belly

      • clothed belly

      • innie navel

      • outie navel

      • prey shaped belly (didn't learn well)

      • Probably others I haven't tested yet from the hyperfusion tags list

    • belly_sizes:

      • medium belly

      • big belly

      • huge belly

      • gigantic belly

      • hyper belly

      • hyper pregnancy

    • obviously some belly tags the model already knows were also included:

      • pregnant belly

      • bloated belly

      • chubby belly

      • etc...

    Description

    This was my older single concept bellysag DoRA, the new one has the same concept and more.

    Training Notes:

    • Kohya's trainer

    • optimizer Prodigy

    • optimizer args

      • "safeguard_warmup=True" "decouple=True" "weight_decay=0.01" "betas=(0.9, 0.99)" "use_bias_correction=True"

    • DoRa LoCon

    • frozen text encoder

    • dim 8

    • alpha 8

    • conv_dim 4

    • conv_alpha 4

    • batch 4

    • GA 4

    • 4000 images

    • resolution 768 (for faster training)

    • network dropout 0.3

    • tag dropout 0.2

    • caption_dropout 0.05

    • scale_weight_norms 1

    • ip_noise_gamma 0.01

    • min_snr_gamma 1 (its been suggested that latent diffusion models be set to 1 or 2)

    • soft_min_snr

    FAQ

    DoRA
    Pony

    Details

    Downloads
    2,390
    Platform
    CivitAI
    Platform Status
    Available
    Created
    6/6/2024
    Updated
    7/26/2026
    Deleted
    -
    Trigger Words:
    stuffed belly
    low navel
    exposed belly
    stuffing

    Files

    bellyShapeAnima_v2StuffedBellyPony.safetensors

    Mirrors