BenjaminZhouYJ

TransUNet

This repository includes the official project of TransUNet, presented in our paper: TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation.

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."

BASNet

Code for CVPR 2019 paper. BASNet: Boundary-Aware Salient Object Detection

KiU-Net-pytorch

Official Pytorch Code of KiU-Net for Image Segmentation - MICCAI 2020

pytorch-nested-unet

PyTorch implementation of UNet++ (Nested U-Net).

ISIC2018

Lesion attributes segmentation for melanoma detection with multi-task U-Net

pytorch-deeplab-xception

DeepLab v3+ model in PyTorch. Support different backbones.

MTMR-NET

Code for 《Multi-Task Deep Learning with Margin Ranking Loss for Lung Nodule Analysis》

Multi-task-deep-network

Usage of Multi-task deep learning network for semantic segmentation in medical images

albumentations

fast image augmentation library and easy to use wrapper around other libraries

awesome-semantic-segmentation

:metal: awesome-semantic-segmentation

yolact

A simple, fully convolutional model for real-time instance segmentation.

pytorch-grad-cam

PyTorch implementation of Grad-CAM

GHM_Detection

The implementation of “Gradient Harmonized Single-stage Detector” published on AAAI 2019.

Pyramid-Attention-Networks-pytorch

Implementation of Pyramid Attention Networks for Semantic Segmentation.

Image_Segmentation

pytorch Implementation of U-Net, R2U-Net, Attention U-Net, Attention R2U-Net.

keras

Deep Learning for humans

Semantic-Aware-Attention-Based-Deep-Object-Co-segmentation

Semantic Aware Attention Based Deep Object Co-segmentation

Pytorch-UNet

Pytorch implementation of the U-Net for image semantic segmentation, with dense CRF post-processing

mmdetection

Open MMLab Detection Toolbox

mmcv

Open MMLab Computer Vision Foundation

light-weight-refinenet

Light-Weight RefineNet for Real-Time Semantic Segmentation

tf_unet

Generic U-Net Tensorflow implementation for image segmentation

robot-surgery-segmentation

Wining solution and its improvement for MICCAI 2017 Robotic Instrument Segmentation Sub-Challenge

Nested-UNet

TernausNetV2

TernausNetV2: Fully Convolutional Network for Instance Segmentation

Mask_RCNN

Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow

labelme

Image Polygonal Annotation with Python (polygon, rectangle, line, point and image-level flag annotation).

MNet_DeepCDR

Code for TMI 2018 "Joint Optic Disc and Cup Segmentation Based on Multi-label Deep Network and Polar Transformation"

instance-segmentation-pytorch

Semantic Instance Segmentation with a Discriminative Loss Function in PyTorch