Data

Tools

Indexes

Applications

Experiments

Summary

An open API service for producing an overview of a list of open source projects.

JOSS: https://github.com/NKI-AI/direct

deep-learning fastmri-challenge inverse-problems medical-imaging mri-reconstruction pytorch

Score: 12.779808277626277

Last synced: about 13 hours ago
JSON representation

Repository metadata:

Deep learning framework for MRI reconstruction

Owner metadata:

GitHub Events

Total
Last Year

Committers metadata

Last synced: 1 day ago

Total Commits: 619
Total Committers: 7
Avg Commits per committer: 88.429
Development Distribution Score (DDS): 0.279

Commits in past year: 16
Committers in past year: 2
Avg Commits per committer in past year: 8.0
Development Distribution Score (DDS) in past year: 0.438

Name Email Commits
Jonas Teuwen j****n@g****m 446
George Yiasemis g****s@h****m 99
Dimitrios Karkalousos d****s@g****m 28
deepsource-autofix[bot] 6****] 24
wdika d****s@a****l 19
George Yiasemis g****s@a****l 2
dependabot[bot] 4****] 1

Issue and Pull Request metadata

Last synced: 1 day ago

Total issues: 58
Total pull requests: 99
Average time to close issues: about 1 month
Average time to close pull requests: about 2 months
Total issue authors: 22
Total pull request authors: 5
Average comments per issue: 1.6
Average comments per pull request: 0.71
Merged pull request: 73
Bot issues: 0
Bot pull requests: 11

Past year issues: 11
Past year pull requests: 19
Past year average time to close issues: about 1 month
Past year average time to close pull requests: about 2 months
Past year issue authors: 3
Past year pull request authors: 4
Past year average comments per issue: 0.64
Past year average comments per pull request: 1.05
Past year merged pull request: 14
Past year bot issues: 0
Past year bot pull requests: 3

More stats: https://issues.ecosyste.ms/repositories/lookup?url=https://github.com/NKI-AI/direct

Top Issue Authors

  • georgeyiasemis (19)
  • zwep (8)
  • jonasteuwen (5)
  • NayeeC (3)
  • kingaza (2)
  • estenhl (2)
  • Andrewwango (2)
  • SHUGOSHAx (2)
  • amirshamaei (2)
  • osorensen (1)
  • zg-young (1)
  • XiaoMengLiLiLi (1)
  • osbm (1)
  • Winnie-xwj (1)
  • yilmazkorkmaz1 (1)

Top Pull Request Authors

  • georgeyiasemis (75)
  • jonasteuwen (11)
  • dependabot[bot] (11)
  • Copilot (1)
  • danielskatz (1)

Top Issue Labels

  • enhancement (28)
  • bug (18)
  • Stale (13)
  • documentation (2)
  • better engineering (2)
  • question (1)
  • help wanted (1)

Top Pull Request Labels

  • python (65)
  • documentation (36)
  • ci (16)
  • dependencies (11)
  • bug (4)
  • better engineering (4)
  • enhancement (3)
  • javascript (2)
  • docker (2)

Package metadata

pypi.org: direct-recon

DIRECT - Deep Image REConsTruction - is a deep learning framework for MRI reconstruction.

  • Homepage: https://github.com/NKI-AI/direct
  • Documentation: https://direct-recon.readthedocs.io/
  • Licenses: Apache-2.0
  • Latest release: 2.2.0 (published about 1 month ago)
  • Last Synced: 2026-09-28T17:39:20.777Z (1 day ago)
  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 156 Last month
  • Rankings:
    • Dependent packages count: 6.728%
    • Average: 22.395%
    • Dependent repos count: 38.063%
  • Maintainers (1)

Dependencies

.github/workflows/coverage.yml actions
  • actions/checkout v2 composite
  • actions/setup-python v2 composite
  • codecov/codecov-action v1 composite
.github/workflows/pr-labels.yml actions
  • actions/labeler v2 composite
.github/workflows/stale.yml actions
  • actions/stale v3 composite
docker/Dockerfile docker
  • nvidia/cuda ${CUDA}-devel-ubuntu18.04 build
pyproject.toml pypi
.github/workflows/release.yml actions
  • actions/attest-build-provenance v2 composite
  • actions/checkout v5 composite
  • actions/download-artifact v4 composite
  • actions/upload-artifact v4 composite
  • astral-sh/setup-uv v7 composite
  • pypa/cibuildwheel v3.2.0 composite
  • pypa/gh-action-pypi-publish release/v1 composite
pnpm-lock.yaml npm
  • 225 dependencies
.github/workflows/tests.yml actions
  • actions/checkout v4 composite
  • astral-sh/setup-uv v6 composite
package.json npm
  • @eslint/js ^9.16.0 development
  • @prettier/plugin-xml ^0.10.0 development
  • @types/node ^18 development
  • eslint ^9.16.0 development
  • prettier ^2.8.7 development
  • prettier-plugin-gherkin ^1.1.0 development
  • prettier-plugin-sql ^0.14.0 development
  • stylelint ^16 development
  • stylelint-config-standard ^36.0.1 development
  • typescript 4.9.5 development
  • typescript-eslint ^8.17.0 development
  • dayjs ^1.11.11
  • moment *
.github/workflows/ty.yml actions
  • actions/checkout v4 composite
  • astral-sh/setup-uv v6 composite
requirements_darwin.txt pypi
  • absl-py ==2.4.0
  • antlr4-python3-runtime ==4.9.3
  • boto3 ==1.43.11
  • botocore ==1.43.11
  • cfgv ==3.5.0
  • distlib ==0.4.0
  • einops ==0.8.2
  • filelock ==3.29.0
  • fsspec ==2026.4.0
  • grpcio ==1.80.0
  • h5py ==3.16.0
  • identify ==2.6.19
  • imageio ==2.37.3
  • iniconfig ==2.3.0
  • ismrmrd ==1.15.0
  • jinja2 ==3.1.6
  • jmespath ==1.1.0
  • joblib ==1.5.3
  • lazy-loader ==0.5
  • markdown ==3.10.2
  • markupsafe ==3.0.3
  • mpmath ==1.3.0
  • networkx ==3.6.1
  • nodeenv ==1.10.0
  • numpy ==2.4.6
  • omegaconf ==2.3.0
  • packaging ==26.2
  • pillow ==12.2.0
  • platformdirs ==4.9.6
  • pluggy ==1.6.0
  • pre-commit ==4.6.0
  • protobuf ==7.35.0
  • pygments ==2.20.0
  • pytest ==9.0.3
  • python-dateutil ==2.9.0.post0
  • python-discovery ==1.3.1
  • pyyaml ==6.0.3
  • ruff ==0.15.13
  • s3transfer ==0.17.0
  • scikit-image ==0.26.0
  • scikit-learn ==1.8.0
  • scipy ==1.17.1
  • setuptools ==81.0.0
  • six ==1.17.0
  • sympy ==1.14.0
  • tensorboard ==2.20.0
  • tensorboard-data-server ==0.7.2
  • threadpoolctl ==3.6.0
  • tifffile ==2026.3.3
  • torch ==2.11.0
  • torchvision ==0.26.0
  • tqdm ==4.67.3
  • ty ==0.0.69
  • typing-extensions ==4.15.0
  • urllib3 ==2.7.0
  • virtualenv ==21.3.3
  • werkzeug ==3.1.8
  • xsdata ==26.2
requirements_linux.txt pypi
  • absl-py ==2.4.0
  • antlr4-python3-runtime ==4.9.3
  • boto3 ==1.43.11
  • botocore ==1.43.11
  • cfgv ==3.5.0
  • cuda-bindings ==13.2.0
  • cuda-pathfinder ==1.5.4
  • cuda-toolkit ==13.0.2
  • distlib ==0.4.0
  • einops ==0.8.2
  • filelock ==3.29.0
  • fsspec ==2026.4.0
  • grpcio ==1.80.0
  • h5py ==3.16.0
  • identify ==2.6.19
  • imageio ==2.37.3
  • iniconfig ==2.3.0
  • ismrmrd ==1.15.0
  • jinja2 ==3.1.6
  • jmespath ==1.1.0
  • joblib ==1.5.3
  • lazy-loader ==0.5
  • markdown ==3.10.2
  • markupsafe ==3.0.3
  • mpmath ==1.3.0
  • networkx ==3.6.1
  • nodeenv ==1.10.0
  • numpy ==2.4.6
  • nvidia-cublas ==13.1.1.3
  • nvidia-cuda-cupti ==13.0.85
  • nvidia-cuda-nvrtc ==13.0.88
  • nvidia-cuda-runtime ==13.0.96
  • nvidia-cudnn-cu13 ==9.20.0.48
  • nvidia-cufft ==12.0.0.61
  • nvidia-cufile ==1.15.1.6
  • nvidia-curand ==10.4.0.35
  • nvidia-cusolver ==12.0.4.66
  • nvidia-cusparse ==12.6.3.3
  • nvidia-cusparselt-cu13 ==0.8.1
  • nvidia-nccl-cu13 ==2.29.7
  • nvidia-nvjitlink ==13.0.88
  • nvidia-nvshmem-cu13 ==3.4.5
  • nvidia-nvtx ==13.0.85
  • omegaconf ==2.3.0
  • packaging ==26.2
  • pillow ==12.2.0
  • platformdirs ==4.9.6
  • pluggy ==1.6.0
  • pre-commit ==4.6.0
  • protobuf ==7.35.0
  • pygments ==2.20.0
  • pytest ==9.0.3
  • python-dateutil ==2.9.0.post0
  • python-discovery ==1.3.1
  • pyyaml ==6.0.3
  • ruff ==0.15.13
  • s3transfer ==0.17.0
  • scikit-image ==0.26.0
  • scikit-learn ==1.8.0
  • scipy ==1.17.1
  • setuptools ==81.0.0
  • six ==1.17.0
  • sympy ==1.14.0
  • tensorboard ==2.20.0
  • tensorboard-data-server ==0.7.2
  • threadpoolctl ==3.6.0
  • tifffile ==2026.3.3
  • torch ==2.12.0
  • torchvision ==0.27.0
  • tqdm ==4.67.3
  • triton ==3.7.0
  • ty ==0.0.69
  • typing-extensions ==4.15.0
  • urllib3 ==2.7.0
  • virtualenv ==21.3.3
  • werkzeug ==3.1.8
  • xsdata ==26.2
.github/workflows/ruff.yml actions
  • actions/checkout v4 composite
  • astral-sh/ruff-action v3 composite
MODULE.bazel bazel
  • googletest 1.17.0.bcr.2 development
  • aspect_bazel_lib 2.22.5
  • aspect_rules_js 2.0.0
  • aspect_rules_lint 2.5.0
  • aspect_rules_py 1.11.5
  • bazel_features 1.23.0
  • bazel_skylib 1.7.1
  • buildifier_prebuilt 8.0.1
  • gazelle 0.41.0
  • nanobind_bazel 2.12.0
  • platforms 0.0.11
  • rules_cc 0.1.1
  • rules_license 1.0.0
  • rules_multirun 0.10.0
  • rules_nodejs 6.7.4
  • rules_python 1.4.0-rc0
  • rules_uv 0.89.2
uv.lock pypi
  • 115 dependencies