face-parsing.PyTorch
CelebAMask-HQ
| face-parsing.PyTorch | CelebAMask-HQ | |
|---|---|---|
| 4 | 1 | |
| 2,092 | 2,008 | |
| - | - | |
| 0.0 | 10.0 | |
| 12 months ago | about 2 years ago | |
| Python | Python | |
| MIT License | - |
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face-parsing.PyTorch
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How to do Human Head Segmentation from images?
Segmentation of head / body - I'd either use mediapipe pose and make something cleverly cut where I wanted based on the landmarks, or I'd use pytorch face parsing if you want to be very exact. I found both of these fairly easy to get to run.
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[P] I made FaceShop! Instance segmentation + CGAN for editing faces (badly)
BiSeNet
Uses a mix of instance segmentation (BiSeNet) and conditional GAN, and is heavily inspired by the Pix2PixHD and DeepSIM papers. Will have more details when I wake up!
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[P] Face make up powerd by deep learning | change color of lips, eyes and eyeglasses
I've developed a demo of human face make-up. The main tech used is face parsing.To get lips, eyes and eyeglasses mask, I perform face parsing based on face-parsing.PyTorch. After that, color changing is done in HSV color space.
CelebAMask-HQ
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Updated code for MaskGAN.
There was no code to train before, but I wrote it myself and the source of this code is as follows github : https://github.com/switchablenorms/CelebAMask-HQ
What are some alternatives?
Pytorch-UNet - PyTorch implementation of the U-Net for image semantic segmentation with high quality images
disentangling-vae - Experiments for understanding disentanglement in VAE latent representations
segmentation_models.pytorch - Segmentation models with pretrained backbones. PyTorch.
Face_customizing - MaskGAN, face parsing, recognition, generation and editing. + train code
mmsegmentation - OpenMMLab Semantic Segmentation Toolbox and Benchmark.
Face Recognition - The world's simplest facial recognition api for Python and the command line
pix2pixHD - Synthesizing and manipulating 2048x1024 images with conditional GANs
BSN - [NeurIPS 2021] Why Spectral Normalization Stabilizes GANs: Analysis and Improvements
SemanticSegmentation - A framework for training segmentation models in pytorch on labelme annotations with pretrained examples of skin, cat, and pizza topping segmentation
ALAE - [CVPR2020] Adversarial Latent Autoencoders
deepface - A Lightweight Face Recognition and Facial Attribute Analysis (Age, Gender, Emotion and Race) Library for Python
insightface - State-of-the-art 2D and 3D Face Analysis Project