Awesome-open-set-medical-image-analysis
This repo is a collection of AWESOME things about open set research on medical image analysis, including papers, code, etc. Feel free to star and fork.
Contents
- awesome-open-set-medical-image-analysis
- Contents
- Papers
- Library
- Lectures and Tutorials
- Other Resources
Papers
Survery
Arxiv
Journal
Theory
Arxiv
Coference
Journal
Open set image domain adaptation
...
Arxiv
Coference
2017
[ICCV]Open Set Domain Adaptation
2018
[ECCV]Open Set Domain Adaptation by Backpropagation
2019
[ICIP]Improved Open Set Domain Adaptation with Backpropagation
[CVPR]Separate to Adapt: Open Set Domain Adaptation via Progressive Separation
[CVPR]Weakly Supervised Open-Set Domain Adaptation by Dual-Domain Collaboration
2020
[ECCV]Multi-source Open-Set Deep Adversarial Domain Adaptation
[ECCV]On the Effectiveness of Image Rotation for Open Set Domain Adaptation
[CVPR]Exploring Category-Agnostic Clusters for Open-Set Domain Adaptation
[ICML]Progressive Graph Learning for Open-Set Domain Adaptation
[CVPR]Towards Inheritable Models for Open-Set Domain Adaptation
2021
[ICCV]Towards Novel Target Discovery Through Open-Set Domain Adaptation
[WACV]Object Recognition With Continual Open Set Domain Adaptation for Home Robot
2022
[WACV]Distance-Based Hyperspherical Classification for Multi-Source Open-Set Domain Adaptation
Journal
2020
[TPAML]Open Set Domain Adaptation for Image and Action Recognition
2021
[TNNLS]Open Set Domain Adaptation: Theoretical Bound and Algorithm
[AAAI]Balanced Open Set Domain Adaptation via Centroid Alignment
[TNNLS]Bridging the Theoretical Bound and Deep Algorithms for Open Set Domain Adaptation
2022
[Measurement]Feature distance-based deep prototype network for few-shot fault diagnosis under open-set domain adaptation scenario
Open set medical image analysis
...
Arxiv
[2022]Test Time Transform Prediction for Open Set Histopathological Image Recognition code
[2022]Open-Set Recognition of Breast Cancer Treatments
[2019]Open Set Medical Diagnosis
Coference
[MICCAI 2022]Delving into Local Features for Open-Set Domain Adaptation in Fundus Image Analysis
[MICCAI 2018]Evaluation of Various Open-Set Medical Imaging Tasks with Deep Neural Networks
[ACM 2022]SODA: Detecting Covid-19 in Chest X-rays with Semi-supervised Open Set Domain Adaptation
Open set in segmentation
...
Arxiv
[2022]Conditional Reconstruction for Open-set Semantic Segmentation
[2020]Fully Convolutional Open Set Segmentation
[2020]Towards Open-Set Semantic Segmentation of Aerial Images
Coference
[CVPR 2022]SimT: Handling Open-set Noise for Domain Adaptive Semantic Segmentation
[ECCV 2018]Bayesian Semantic Instance Segmentation in Open Set World
Open set in anomaly detection
...
Arxiv
[2022]The Familiarity Hypothesis: Explaining the Behavior of Deep Open Set Methods
[2021]Deep Compact Polyhedral Conic Classifier for Open and Closed Set Recognition
Coference
[ECCV 2022]DenseHybrid: Hybrid Anomaly Detection for Dense Open-set Recognition
[CVPR 2022]Catching Both Gray and Black Swans: Open-set Supervised Anomaly Detection
[CVPR 2022]UBnormal: New Benchmark for Supervised Open-Set Video Anomaly Detection
Journal
Benchmarks
Library
Lectures and Tutorials
Other Resources
| Dataset | Number | Modality | Region | Format |
|---|---|---|---|---|
| DIRLAB | 10 | 4D CT | Lung | .img |
| LPBA40 | 40 | 3D MRI | T1 Brain | .img+.hdr .nii |
| IBSR18 | 18 | 3D MRI | T1 Brain | .img+.hdr |
| EMPIRE | 30 | 4D CT | Lung | .mhd+.raw |
| LiTS | 131 | 3D CT | Liver | .nii |
| CT-scans-before-and-after | ||||
| Openi | X-ray | |||
| POPI | 6 | 4D CT | ||
| NLST | CT | Lung | ||
| ADNI | 3D MRI | Brain | ||
| OASIS | 3D MRI | Brain | ||
| ABIDE | 3D MRI | Brain | ||
| ADHD200 | ||||
| CUMC12 | 12 | 3D MRI | Brain | .img+.hdr |
| MGH10 | 10 | 3D MRI | Brain | .img+.hdr |
| FIRE | 134 | 2D fundus | Retina | .jpg |
| MSD | CT | Liver | ||
| BFH | 92 | CT | Liver | |
| SLIVER | 20 | CT | Liver | |
| LSPIG | 17 | CT | Liver | |
| OAI | 20000+ | 3D MRI | Osteoarthritis |