semi-supervised and task driven data augmentation code to improve segmentation performance
☆57Jul 6, 2023Updated 2 years ago
Alternatives and similar repositories for task_driven_data_augmentation
Users that are interested in task_driven_data_augmentation are comparing it to the libraries listed below
Sorting:
- code for our work: Modeling the Probabilistic Distribution of Unlabeled Data for One-shot Medical Image Segmentation☆10Sep 14, 2021Updated 4 years ago
- [Medical Image Analysis] Adversarial Data Augmentation with Chained Differentiable Transformations (AdvChain)☆57Jan 26, 2023Updated 3 years ago
- Implementation of "Data augmentation using learned transforms for one-shot medical image segmentation"☆403Jul 14, 2020Updated 5 years ago
- Semi-supervised Medical Image Segmentation through Dual-task Consistency☆330Mar 7, 2022Updated 4 years ago
- Spatial Decomposition and Transformation Network - TensorFlow☆14Dec 2, 2019Updated 6 years ago
- The implementation of "Semi-supervised Medical Image Classification with Global Latent Mixing". [MICCAI2020]☆23Sep 5, 2023Updated 2 years ago
- Code for NeurIPS 2020 article "Contrastive learning of global and local features for medical image segmentation with limited annotations"☆184Jul 12, 2021Updated 4 years ago
- Shape-aware Semi-supervised 3D Semantic Segmentation for Medical Images☆186Aug 4, 2020Updated 5 years ago
- Joint Semi-supervised Learning of Image Registration and Segmentation☆53Oct 13, 2021Updated 4 years ago
- Semi-Supervised Semantic Segmentation with Cross-Consistency Training (CVPR 2020).☆410Oct 17, 2022Updated 3 years ago
- Tensorflow Code for "PHiSeg: Capturing Uncertainty in Medical Image Segmentation", Proc. MICCAI 2019☆129Nov 22, 2022Updated 3 years ago
- This code is an implementation of "Pairwise Semantic Segmentation via Conjugate Fully Convolutional network" published at MICCAI 2019, an…☆21Oct 29, 2020Updated 5 years ago
- [PRCV'21] The official code for "Dual-Task Mutual Learning for Semi-Supervised Medical Image Segmentation"☆29Mar 1, 2022Updated 4 years ago
- ☆12Jul 1, 2019Updated 6 years ago
- Unsupervised Learning of Diffeomorphic Image Registration via TransMorph (PyTorch)☆17Apr 30, 2025Updated 10 months ago
- PyTorch Vision Toolbox not only for deep-clustering☆31Oct 21, 2022Updated 3 years ago
- ☆26Sep 25, 2024Updated last year
- ☆28Feb 11, 2020Updated 6 years ago
- code for LG-ER-MT☆15Mar 20, 2020Updated 6 years ago
- [TCybern2019] Brain MRI Super-Resolution based on Thick-Section MR Images from Two Planes.☆11Jul 19, 2023Updated 2 years ago
- Official code for 'One-Shot Object Localization in Medical Images based on Relative Position Regression'.☆12Sep 10, 2022Updated 3 years ago
- [MedIA'22] Constrained unsupervised anomaly segmentation.☆20Mar 28, 2023Updated 2 years ago
- Pyramid Attention Network for Medical Image Registration (ISBI 2024)☆16Feb 6, 2025Updated last year
- Semi-supervised semantic segmentation needs strong, varied perturbations☆165Jan 26, 2022Updated 4 years ago
- Repository for the Medical Out-of-Distribution Analysis Challenge.☆64Jul 25, 2024Updated last year
- [MICCAI 2022 Best Paper Finalist] Bayesian Pseudo Labels: Expectation Maximization for Robust and Efficient Semi Supervised Segmentation☆40May 16, 2025Updated 10 months ago
- [MICCAI2022] Estimating Model Performance under Domain Shifts with Class-Specific Confidence Scores.☆12Jun 7, 2024Updated last year
- A Simple Data Augmentation Method for Brain Lesion Segmentation☆40Mar 21, 2023Updated 3 years ago
- ☆16Oct 9, 2020Updated 5 years ago
- Code for Pseudo label based contrastive learning joint training approach☆59Jan 2, 2022Updated 4 years ago
- ☆22Jun 18, 2021Updated 4 years ago
- Complementary consistency semi-supervised learning for 3D left atrial image segmentation☆17Aug 23, 2023Updated 2 years ago
- [IEEE TMI 2022] Official Implementation for "LE-UDA: Label-efficient unsupervised domain adaptation for medical image segmentation"☆11Nov 22, 2023Updated 2 years ago
- [TMI'20] Semi-supervised Medical Image Classification with Relation-driven Self-ensembling Model☆133Feb 9, 2021Updated 5 years ago
- [MICCAI'20] Shape-aware Meta-learning for Generalizing Prostate MRI Segmentation to Unseen Domains & A Well-organized Multi-site Dataset☆133Aug 5, 2020Updated 5 years ago
- This is the code for the paper Deep Co-Training for Semi-Supervised Image Segmentation☆14Oct 16, 2019Updated 6 years ago
- ☆200Feb 6, 2020Updated 6 years ago
- MICCAI 2022: Calibrating Label Distribution for Class-Imbalanced Barely-Supervised Knee Segmentation☆51Jan 21, 2024Updated 2 years ago
- [MIDL 2021] Learning Diffeomorphic and Modality-invariant Registration using B-splines☆46Jul 3, 2024Updated last year