face-parsing.PyTorch
SemanticSegmentation
| face-parsing.PyTorch | SemanticSegmentation | |
|---|---|---|
| 4 | 1 | |
| 2,092 | 166 | |
| - | - | |
| 0.0 | 0.0 | |
| 12 months ago | 6 months ago | |
| Python | Python | |
| MIT License | 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.
SemanticSegmentation
What are some alternatives?
Pytorch-UNet - PyTorch implementation of the U-Net for image semantic segmentation with high quality images
merged_depth - Monocular Depth Estimation - Weighted-average prediction from multiple pre-trained depth estimation models
segmentation_models.pytorch - Segmentation models with pretrained backbones. PyTorch.
HDF5ImageMarker - Utility to making datasets of images and points coordinates that have been marked up on these images by user
mmsegmentation - OpenMMLab Semantic Segmentation Toolbox and Benchmark.
sahi - Framework agnostic sliced/tiled inference + interactive ui + error analysis plots
pix2pixHD - Synthesizing and manipulating 2048x1024 images with conditional GANs
deepface - A Lightweight Face Recognition and Facial Attribute Analysis (Age, Gender, Emotion and Race) Library for Python
CelebAMask-HQ - A large-scale face dataset for face parsing, recognition, generation and editing.
DeepSIM - Official PyTorch implementation of the paper: "DeepSIM: Image Shape Manipulation from a Single Augmented Training Sample" (ICCV 2021 Oral)
6DRepNet - Official Pytorch implementation of 6DRepNet: 6D Rotation representation for unconstrained head pose estimation.
U-2-Net - The code for our newly accepted paper in Pattern Recognition 2020: "U^2-Net: Going Deeper with Nested U-Structure for Salient Object Detection."