bayer-science-for-a-better-life / contrastive-reconstructionLinks
Tensorflow-keras implementation for Contrastive Reconstruction (ConRec) : a self-supervised learning algorithm that obtains image representations by jointly optimizing a contrastive and a self-reconstruction loss.
☆13Updated 3 years ago
Alternatives and similar repositories for contrastive-reconstruction
Users that are interested in contrastive-reconstruction are comparing it to the libraries listed below
Sorting:
- MoCo-based unsupervised training for Chest X-Ray Interpretation☆45Updated 3 years ago
- Official Keras & PyTorch Implementation and Pre-trained Models for TransVW☆63Updated 3 years ago
- This is the official implementation of the method ContIG, for self-supervised learning from medical imaging with genomics☆57Updated 3 years ago
- Official Code Release for "Adapting Pre-trained Vision Transformers from 2D to 3D through Weight Inflation Improves Medical Image Segment…☆50Updated 2 years ago
- [ISBI 2023] Official Implementation for Label-Assemble☆19Updated last year
- An easy-to-use implementation of VICReg in Pytorch.☆19Updated 3 years ago
- Official PyTorch implementation for paper Context Matters: Graph-based Self-supervised Representation Learning for Medical Images☆59Updated 2 years ago
- ☆24Updated 4 years ago
- Repository for implementation of active learning and semi-supervised learning algorithms and applying them to medical imaging datasets☆16Updated 4 years ago
- Jhhuangkay / DeepOpht-Medical-Report-Generation-for-Retinal-Images-via-Deep-Models-and-Visual-Explanation☆39Updated 5 months ago
- Repository for the Medical Out-of-Distribution Analysis Challenge.☆63Updated last year
- A collection of self-supervised papers in medical imaging.☆40Updated 4 years ago
- Curriculum learning for improved femur fracture classification: scheduling data with prior knowledge and uncertainty. Medical Image Analy…☆18Updated 3 years ago
- ICAM: Interpretable Classification via Disentangled Representations and Feature Attribution Mapping☆54Updated 2 years ago
- Official PyTorch Implementation for DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysi…☆103Updated last year
- MICCAI 2021 Code for the paper: Ultrasound Video Transformers for Cardiac Ejection Fraction Estimation☆39Updated 3 years ago
- Repository for MICCAI 2021 paper Balanced-MixUp for Highly Imbalanced Medical Image Classification☆71Updated 2 years ago
- Gcam is an easy to use Pytorch library that makes model predictions more interpretable for humans. It allows the generation of attention…☆49Updated 4 years ago
- GAN-based method to create counterfactual explanations for chest X-rays☆25Updated 2 years ago
- Pytorch code for the paper "Deep Active Learning for Joint Classification and Segmentation with Weak Annotator"☆29Updated 2 years ago
- ☆13Updated last year
- [DALI 2022] "Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study" by Gregory Holste, Song Wang, Ziyu Jian…☆34Updated 2 years ago
- Reproducing CheXpert paper using the PyTorch library.☆42Updated 2 years ago
- ☆23Updated last year
- Code for the paper "Failure Detection in Medical Image Classification: A Reality Check and Benchmarking Testbed", TMLR 2022, Bernhardt et…☆21Updated 2 years ago
- Hetero-Modal Variational Encoder-Decoder for Joint Modality Completion and Segmentation☆35Updated 2 years ago
- Anatomy-aware self-supervised learning☆11Updated last year
- ☆23Updated 3 years ago
- ☆34Updated 3 years ago
- [MIDL 2023] Official Imeplementation of "Making Your First Choice: To Address Cold Start Problem in Vision Active Learning"☆35Updated 2 years ago