Commit graph

8 commits

Author SHA1 Message Date
e7721760f2 Enhance MONAI training scripts and models for Pipeline B and C
- Updated `05_monai_run_iterative.py` to include legacy mode and improved configuration options for training.
- Introduced `UNetBAligned` class in `monai_common.py` for deep supervision and instance normalization.
- Modified `train_transform` and `make_dataloader` in `monai_common.py` to support B-aligned data protocol with Z-score normalization and augmentation.
- Added new loss functions `nn_dc_and_ce` and `b_dc_and_ce` in `losses.py` for improved training performance.
- Enhanced `Unet3D` architecture in `unet3d.py` to support leaky ReLU and deep supervision.
- Created new augmentation functions in `augment_b.py` for Pipeline B's training, including rotation, scaling, and noise.
- Implemented new training scripts `run_b_100ep_stages.sh` and `run_c_bloss_100ep_after_b.sh` for structured training and evaluation.
- Updated dataset handling in `dataset.py` to accommodate new augmentation and normalization strategies.
2026-10-08 05:28:15 +08:00
5aabe950bd feat(benchmark): extend training to 20 epochs and improve checkpoint handling for nnU-Net 2026-10-06 07:27:30 +08:00
99bea82841 feat(benchmark): update benchmarking scripts with enhanced loss functions and dataset handling 2026-10-06 05:47:03 +08:00
41c88b2a67 feat(registration): implement best-of-ANTs registration for CT to T1c alignment and enhance benchmarking scripts 2026-10-04 22:22:11 +08:00
7ac9979c62 fix(docs): update conda environment name to longitudinal-313 and Python version to 3.13
feat(benchmark): add IMPACT pipeline for CT to T1c registration
2026-09-28 21:01:45 +08:00
b495cf0a80 feat: refactor path handling and add configuration for external data directories 2026-09-27 10:17:33 +08:00
8fe1818c7d Enhance T1c series selection and reconstruction processes
- Updated regex patterns for improved matching of series names and tags.
- Added functionality to reject non-head series based on study and series descriptions.
- Implemented max voxel spacing check to filter out series with excessive spacing.
- Enhanced the reconstruction script to handle dynamic-frame series exclusions and artifact pruning.
- Modified output paths for reconstructed NIfTI files and added QA screenshot generation.
- Improved argument parsing in benchmark and pseudo-labeling scripts for better flexibility.
- Introduced a new script for generating QA screenshots from reconstructed volumes.
2026-09-27 07:14:17 +08:00
a15123f878 feat(benchmarking): add pipeline benchmarking tools
Add a new benchmarking script and documentation to facilitate
performance comparisons between the different implemented pipelines.

- Create `scripts/benchmark_pipelines.py` for automated evaluation
- Add `BENCHMARKING.md` to outline benchmarking procedures and metrics
2026-09-26 13:18:25 +08:00