frankkramer-lab / ensmic
An analysis on Ensemble Learning optimized Medical Image Classification with Deep Convolutional Neural Networks
☆16Updated 2 years ago
Alternatives and similar repositories for ensmic:
Users that are interested in ensmic are comparing it to the libraries listed below
- Based on our paper on "A Fuzzy Rank-based Ensemble of CNN Models for Classification of Cervical Cytology" published in Nature- Scientific…☆13Updated 3 years ago
- Covid-19 Detection Experiments☆36Updated 3 years ago
- [TMI'20] Semi-supervised Medical Image Classification with Relation-driven Self-ensembling Model☆134Updated 4 years ago
- Covid-19 and Pneumonia detection from X-ray Images from the paper: https://doi.org/10.1016/j.imu.2020.100360☆28Updated 4 years ago
- Detection of tumors on mammography images☆14Updated 5 years ago
- This repository is the official PyTorch implementation of paper "Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion …☆29Updated 3 years ago
- GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in COVID-19 Classification☆27Updated 4 years ago
- This repo is the source code for [BiTr-Unet: a CNN-Transformer Combined Network for MRI Brain Tumor Segmentation].☆32Updated 2 years ago
- Repository for MICCAI 2021 paper Balanced-MixUp for Highly Imbalanced Medical Image Classification☆70Updated 2 years ago
- Segmentation and Classification models for COVID CT scans (COVID, pneumonia, normal) based on Mask R-CNN.☆31Updated last year
- Official code for Breast Cancer Histopathology Image Classification and Localization using Multiple Instance Learning☆78Updated 5 years ago
- Public repo for the ICCV2021-CVAMD paper "Is it Time to Replace CNNs with Transformers for Medical Images?"☆114Updated 3 years ago
- 3D sMRI data classification using PyTorch.☆14Updated 5 years ago
- In this project an Attention Guided CNN was modeled & trained on the chest XRAY dataset provided by NIH & followed the paper: Guan, Q., H…☆13Updated 5 years ago
- pytorch application for 3D classification using medical images☆23Updated 3 years ago
- ☆43Updated last year
- Patho-GAN: interpretation + medical data augmentation. Code for paper work "Explainable Diabetic Retinopathy Detection and Retinal Image …☆78Updated 3 years ago
- This is a reimplementation of AG-CNN. ("Thorax Disease Classification with Attention Guided Convolutional Neural Network","Diagnose like …☆51Updated 2 years ago
- [CVAMD 2021] "End-to-End Learning of Fused Image and Non-Image Feature for Improved Breast Cancer Classification from MRI"☆41Updated last year
- Multi-Disease Detection in Retinal Imaging based on Ensembling Heterogeneous Deep Learning Models☆33Updated 2 years ago
- 胶质瘤图像分割，包括常用的U-Net网络和V-Net网络等（2D和3D）。☆29Updated 2 years ago
- Multi-Label Image Classification of Chest X-Rays In Pytorch☆63Updated 5 years ago
- PDBL: Improving Histopathological Tissue Classification with Plug-and-Play Pyramidal Deep-Broad Learning☆17Updated 2 years ago
- Implementation of the technique introduced in the paper "GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in …☆14Updated 5 years ago
- Due to the irregular shapes,various sizes and indistinguishable boundaries between the normal and infected tissues, it is still a challen…☆16Updated 3 years ago
- Based on our paper "Cervical Cytology Classification Using PCA & GWO Enhanced Deep Features Selection" published in SN Computer Science☆28Updated 3 years ago
- ☆35Updated 7 months ago
- Classification and Gradient-based Localization of Chest Radiographs using PyTorch.☆52Updated 3 years ago
- [TMI 2019] Attention to Lesion: Lesion-Aware Convolutional Neural Network for Retinal Optical Coherence Tomography Image Classification☆49Updated last year
- Official PyTorch repository for ...☆28Updated last year