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emogen – AI Model by mtcbx | AlphaNeural AI
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Emogen — Apple-like emoji Stable Diffusion (fine-tuned)
Emogen is a
fine-tuned Stable Diffusion v1.4 model
, trained to generate
Apple-like emoji images
from text prompts.
It is based on the
CompVis/stable-diffusion-v1-4
model and fine-tuned on an emoji dataset filtered to keep only Apple-style emoji images.
Model details
Base model:
CompVis/stable-diffusion-v1-4
Task:
Text-to-image generation
Fine-tuned component:
U-Net only
Text encoder:
frozen (unchanged)
VAE:
frozen (unchanged)
Dataset
The training dataset is available on Kaggle :
https://www.kaggle.com/datasets/subinium/emojiimage-dataset
. It was:
filtered
to keep only
Apple emojis
cleaned
:
removed unwanted tokens from textual descriptions
normalized text formatting (punctuation, capitalization)
decoded
:
images were originally stored in Base64 and were decoded before training
augmented using a language model
same emoji images duplicated with multiple different textual descriptions to improve robustness and prompt understanding
preprocessed
before training:
image resizing
generation of
(image, text)
pairs
conversion to tensors
normalization
