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trend

Keep track of the latest research https://paperswithcode.com/

Learning materials

limu paper https://github.com/mli/paper-reading

Open source

open project

timm open models based on pytorch https://rwightman.github.io/pytorch-image-models/models/vision-transformer/
open segmentation project https://github.com/open-mmlab/mmsegmentation
open medical project https://github.com/MontaEllis/Pytorch-Medical-Segmentation \

pytorch models vis https://github.com/szagoruyko/pytorchviz
like keras models.summary https://github.com/sksq96/pytorch-summary

open cv resources https://github.com/mrgloom/awesome-semantic-segmentation
microsoft https://github.com/microsoft/computervision-recipes

pretrained Models

pytorch-image-models https://github.com/rwightman/pytorch-image-models
pretrained model in timm https://github.com/rwightman/pytorch-image-models/blob/master/results/results-imagenet.csv \

Data data augmentation library

recommend alumentation https://albumentations.ai/docs/
timm contains data augmentation

model code

UNet-family https://github.com/ShawnBIT/UNet-family
Awesome Semantic Segmentation https://github.com/mrgloom/awesome-semantic-segmentation
nnUNet https://github.com/MIC-DKFZ/nnUNet
Semantic Segmentation on MIT ADE20K dataset in PyTorch https://github.com/CSAILVision/semantic-segmentation-pytorch
pytorch Implementation of U-Net, R2U-Net, Attention U-Net, Attention R2U-Net https://github.com/LeeJunHyun/Image_Segmentation

network library

vit models library https://github.com/lucidrains/vit-pytorch
segmentation models library https://github.com/qubvel/segmentation_models.pytorch
docs for segmentation library https://smp.readthedocs.io/en/latest/index.html
segmentation libeary for keras and tensorflow https://github.com/qubvel/segmentation_models
Semantic Segmentation on PyTorch https://github.com/Tramac/awesome-semantic-segmentation-pytorch

journal article

MaskFormer https://github.com/facebookresearch/MaskFormer