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ProtogEmb 2 (for SD 2.x 768)

Same idea as the original ProtogEmb but retrained from scratch on SD 2.1 768 version.

KindTextualInversionBase modelSD 2.1 768VersionProtogEmb 2.0Bgrade

Model source

Kind
TextualInversion
File size
32.9 KB
Base model
SD 2.1 768
Version
vProtogEmb 2.0
Updated
Oct 9, 2026
Downloads
1.7K
Source
Civitai

Source description

Same idea as the original ProtogEmb but retrained from scratch on SD 2.1 768 version.

Since the training images were higher quality it can output much more detailed pictures, I also expanded the base images for training from 67 to 92, all generated using Protogen 2.2/3.4 by Darkstorm2150

HOW TO USE

just drop it into your "embeddings" folder and type the name of the file in your prompt, you can also rename it to whatever you want and use that as the trigger.

Unlike most of SD 2.x you don't need a ton of negative prompts for it to look nice , I personally like to add "cartoon, 3d" to the negatives as the results end up looking higher fidelity.

HOW WAS IT MADE?

The images used to train it were from Protogen 2.2 and 3.4 using the base prompt darkstorm2150 used for the showcase images of the original models.

For this updated embedding I started by training a base in 1500 steps, then further bursts of 100 steps switching the datasets to focus and enhance any part I felt was lacking.

SPECS

8 vectors per token, 4000 steps, 92 base images (which were switched around for focused training), batch size of 4, prompt template being either style_filewords or a custom one which I edited according to what was the focus of the training, shuffle tags enabled, learning rate from 0.005 for general training to 0.0001 to focused training.

Sources

1 source
CivitaiPrimaryVersion 5510
civitai.com/models/4805

Verified Oct 9

Model artifacts

1 artifact

protogemb2.pt

pt · FP16 · FULL · 32.9 KB · SHA-256 159dcb272a3c…3476 · Civitai

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Source excerpts

2 excerpts

Source context: 1733 downloads · Type TextualInversion · Base model SD 2.1 768

Source context: 1715 downloads · Type TextualInversion · Base model SD 2.1 768