Segmentationnotes.md

GAN Notes

Leverage dataset with a custom model for neck, background, skin

https://github.com/switchablenorms/CelebAMask-HQ skin, nose, eyes, eyebrows, ears, mouth, lip, hair, hat, eyeglass, earring, necklace, neck, and cloth. Label list
0: 'background' 1: 'skin' 2: 'nose' 3: 'eye_g' 4: 'l_eye' 5: 'r_eye' 6: 'l_brow' 7: 'r_brow' 8: 'l_ear' 9: 'r_ear' 10: 'mouth' 11: 'u_lip' 12: 'l_lip' 13: 'hair' 14: 'hat' 15: 'ear_r' 16: 'neck_l' 17: 'neck' 18: 'cloth'

Create Custom Masks

https://github.com/Priyansi/eyes-lips-segmentation/blob/main/make_masks.py https://github.com/Priyansi/eyes-lips-segmentation https://github.com/Priyansi/eyes-lips-segmentation/blob/main/deeplabv3_implementation.ipynb https://github.com/Priyansi/eyes-lips-segmentation/blob/main/unet_implementation.ipynb

StyleGAN-Keras

https://github.com/manicman1999/StyleGAN-Keras

Face image generation with StyleGAN

https://colab.research.google.com/github/keras-team/keras-io/blob/master/examples/generative/ipynb/stylegan.ipynb#scrollTo=i-3a7L-DR01I

Hairstyle Transfer — Semantic Editing GAN Latent Code

https://www.sfu.ca/~ysa195/projects/CMPT743Project/

A Style-Based Generator Architecture for Generative Adversarial Networks

https://arxiv.org/pdf/1812.04948.pdf

Learning to Generate and Edit Hairstyles

https://yanweifu.github.io/papers/hairstyle_v_14_weidong.pdf

MichiGAN: Multi-Input-Conditioned Hair Image Generation for Portrait Editing

https://arxiv.org/pdf/2010.16417.pdf

K-Hairstyle: A Large-scale Korean hairstyle dataset for virtual hair editing and hairstyle classification

https://www.arxiv-vanity.com/papers/2102.06288/

FIGARO, HAIR DETECTION AND SEGMENTATION IN THE WILD

https://iris.unibs.it/bitstream/11379/483542/1/SMLB_ICIP-2016-v1.pdf

Multi-class hair image database with Ground Truth: Figaro extension

http://projects.i-ctm.eu/it/progetto/figaro-1k https://github.com/papagina/HairNet_DataSetGeneration/tree/master/HairClasses

StyleTransferDemo

https://colab.research.google.com/github/sayakpaul/Adventures-in-TensorFlow-Lite/blob/master/Style_Transfer_Demo_InceptionV3.ipynb#scrollTo=ciYyUYVZT4IA

Hair_Segmentation_Keras

https://github.com/ItchyHiker/Hair_Segmentation_Keras https://github.com/divamgupta/image-segmentation-keras https://github.com/qubvel/segmentation_models/blob/master/examples/binary%20segmentation%20(camvid).ipynb

Human Skin Detection Using RGB, HSV and YCbCr Color Models

https://arxiv.org/ftp/arxiv/papers/1708/1708.02694.pdf

GAN Fashion Mnist

https://colab.research.google.com/github/timsainb/tensorflow2-generative-models/blob/master/2.0-GAN-fashion-mnist.ipynb

StyleGAN-Keras

https://github.com/manicman1999/StyleGAN-Keras

YOLOv7 | Instance Segmentation on Custom Dataset https://www.youtube.com/watch?v=qej73NGDQfo

Reference Models

https://github.com/bnsreenu/python_for_microscopists/blob/master/222_working_with_large_data_that_does_not_fit_memory_semantic_segm/222_unet_loading_data_from_drive.py https://github.com/bnsreenu/python_for_microscopists/blob/master/231_234_BraTa2020_Unet_segmentation/234_train_brats2020_V5.0.py https://github.com/bnsreenu/python_for_microscopists/blob/master/231_234_BraTa2020_Unet_segmentation/234_train_brats2020_V5.0.py https://github.com/bnsreenu/python_for_microscopists/blob/master/231_234_BraTa2020_Unet_segmentation/233_custom_datagen.py https://github.com/bnsreenu/python_for_microscopists/blob/master/231_234_BraTa2020_Unet_segmentation/simple_3d_unet.py https://github.com/bnsreenu/python_for_microscopists/blob/master/231_234_BraTa2020_Unet_segmentation/232_brats2020_get_data_ready.py