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tobecwb committed Nov 18, 2023
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6 changes: 6 additions & 0 deletions README.dataset.txt
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# Female facial features > 2023-11-15 2:03pm
https://universe.roboflow.com/tobe81cwb/female-facial-features

Provided by a Roboflow user
License: CC BY 4.0

27 changes: 27 additions & 0 deletions README.md
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## YOLOx8 model segmentation to face features

Segment the following features (class):

- eye
- eyebrown
- nose
- mouth

---

Segmentation model specially made to generate image masks for manual editing of images from https://github.com/tobecwb/stable-diffusion-regularization-images

The training was done only with female faces, but initial tests showed that it works reasonably well with male faces too.

For better results, it is interesting to train with images of a male face too (I will do this in the future).

The images used to train this model were 100 images of women taken from https://github.com/tobecwb/stable-diffusion-regularization-images, (resolution 1024px).

Dataset annotations made with Roboflow:
https://app.roboflow.com/tobe81cwb/facial-features-2ydjv/overview

Training through Ultralytics HUB:
https://hub.ultralytics.com/models/JqoT0o5pwOOYxX0wbHT7

Images from:
https://github.com/tobecwb/stable-diffusion-regularization-images
32 changes: 32 additions & 0 deletions README.roboflow.txt
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Female facial features - v1 2023-11-15 2:03pm
==============================

This dataset was exported via roboflow.com on November 15, 2023 at 5:10 PM GMT

Roboflow is an end-to-end computer vision platform that helps you
* collaborate with your team on computer vision projects
* collect & organize images
* understand and search unstructured image data
* annotate, and create datasets
* export, train, and deploy computer vision models
* use active learning to improve your dataset over time

For state of the art Computer Vision training notebooks you can use with this dataset,
visit https://github.com/roboflow/notebooks

To find over 100k other datasets and pre-trained models, visit https://universe.roboflow.com

The dataset includes 240 images.
Eyes-mouth-nose are annotated in YOLOv8 format.

The following pre-processing was applied to each image:

The following augmentation was applied to create 3 versions of each source image:
* 50% probability of horizontal flip
* Random rotation of between -25 and +25 degrees
* Random brigthness adjustment of between -25 and +25 percent
* Random Gaussian blur of between 0 and 2.5 pixels
* Salt and pepper noise was applied to 3 percent of pixels


13 changes: 13 additions & 0 deletions data.yaml
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train: ../train/images
val: ../valid/images
test: ../test/images

nc: 4
names: ['eye', 'eye brown', 'mouth', 'nose']

roboflow:
workspace: tobe81cwb
project: female-facial-features
version: 1
license: CC BY 4.0
url: https://universe.roboflow.com/tobe81cwb/female-facial-features/dataset/1
3 changes: 3 additions & 0 deletions facial_features_yolo8x-seg.pt
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