face-parsing.PyTorch
DeepSIM
| face-parsing.PyTorch | DeepSIM | |
|---|---|---|
| 4 | 3 | |
| 2,092 | 418 | |
| - | - | |
| 0.0 | 1.8 | |
| 12 months ago | over 2 years ago | |
| Python | Python | |
| MIT License | GNU General Public License v3.0 or later |
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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.
DeepSIM
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[P] I made FaceShop! Instance segmentation + CGAN for editing faces (badly)
Pix2PixHD (from DeepSIM)
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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Israeli Researchers Unveil DeepSIM, a Neural Generative Model for Conditional Image Manipulation Based on a Single Image
5 Min Read | Paper | Project | Code
What are some alternatives?
Pytorch-UNet - PyTorch implementation of the U-Net for image semantic segmentation with high quality images
anycost-gan - [CVPR 2021] Anycost GANs for Interactive Image Synthesis and Editing
segmentation_models.pytorch - Segmentation models with pretrained backbones. PyTorch.
SDEdit - PyTorch implementation for SDEdit: Image Synthesis and Editing with Stochastic Differential Equations
mmsegmentation - OpenMMLab Semantic Segmentation Toolbox and Benchmark.
pytorch-CycleGAN-and-pix2pix - Image-to-Image Translation in PyTorch
pix2pixHD - Synthesizing and manipulating 2048x1024 images with conditional GANs
SemanticSegmentation - A framework for training segmentation models in pytorch on labelme annotations with pretrained examples of skin, cat, and pizza topping segmentation
stylegan3-editing - Official Implementation of "Third Time's the Charm? Image and Video Editing with StyleGAN3" (AIM ECCVW 2022) https://arxiv.org/abs/2201.13433
deepface - A Lightweight Face Recognition and Facial Attribute Analysis (Age, Gender, Emotion and Race) Library for Python
Text2LIVE - Official Pytorch Implementation for "Text2LIVE: Text-Driven Layered Image and Video Editing" (ECCV 2022 Oral)