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Darui Jin's Projects

asap icon asap

Program for the analysis and visualization of whole-slide images in digital pathology

camelyon icon camelyon

The solution to cameyon16 and camelyon17 challenge and also to your own WSI data project.

care icon care

[NeurIPS 2021] Revitalizing CNN Attentions via Transformers in Self-Supervised Visual Representation Learning

cream icon cream

This is a collection of our NAS and Vision Transformer work.

darknet icon darknet

YOLOv4 - Neural Networks for Object Detection (Windows and Linux version of Darknet )

deep-forest icon deep-forest

An Efficient, Scalable and Optimized Python Framework for Deep Forest (2021.2.1)

dino icon dino

PyTorch code for Vision Transformers training with the Self-Supervised learning method DINO

dinov2 icon dinov2

PyTorch code and models for the DINOv2 self-supervised learning method.

histolab icon histolab

Library for Digital Pathology Image Processing

mae icon mae

PyTorch implementation of MAE https//arxiv.org/abs/2111.06377

matlabpyrtools icon matlabpyrtools

MatLab tools for multi-scale image processing, including Laplacian pyramids, Wavelets, and Steerable Pyramids

mean-teacher icon mean-teacher

A state-of-the-art semi-supervised method for image recognition

monai icon monai

AI Toolkit for Healthcare Imaging

pretrained-models.pytorch icon pretrained-models.pytorch

Pretrained ConvNets for pytorch: NASNet, ResNeXt, ResNet, InceptionV4, InceptionResnetV2, Xception, DPN, etc.

pytorch-cifar100 icon pytorch-cifar100

Practice on cifar100(ResNet, DenseNet, VGG, GoogleNet, InceptionV3, InceptionV4, Inception-ResNetv2, Xception, Resnet In Resnet, ResNext,ShuffleNet, ShuffleNetv2, MobileNet, MobileNetv2, SqueezeNet, NasNet, Residual Attention Network, SENet, WideResNet)

pytorch-grad-cam icon pytorch-grad-cam

Many Class Activation Map methods implemented in Pytorch for CNNs and Vision Transformers. Including Grad-CAM, Grad-CAM++, Score-CAM, Ablation-CAM and XGrad-CAM

staintools icon staintools

Tools for tissue image stain normalisation and augmentation in Python 3

swin-transformer icon swin-transformer

This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".

torchstain icon torchstain

Stain normalization tools for histological analysis and computational pathology

transmil icon transmil

TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification

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