databricks-industry-solutions/pixels
Facilitates simple large scale processing of HLS Medical images, documents, zip files. OHIF Viewer, 2 segmentation models and interactive learning.
Build with Backblaze B2
SDKs, agent skills, IDE extensions, and reference pipelines from Backblaze Labs. All open source.
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Where it stands
Rank, growth pace and release cadence relative to everything GStars tracks.
1 release in the last 90 days, the latest 23 days ago, with 11 contributors on GitHub.
Peaked at #87 in the weekly ranking the week of Feb 1, its best in the past year.
Use Cases & Benefits
- Facilitates large-scale ingestion, indexing, viewing, and AI-powered segmentation of DICOM medical images within a secure Databricks Lakehouse environment.
- Integrates OHIF Viewer and NVIDIA MONAI for seamless interactive annotation and real-time model training with Databricks' scalable compute and governance.
- Use for building secure, scalable pipelines to catalog and analyze DICOM metadata with SQL and machine learning in healthcare imaging workflows.
- Use for deploying AI-assisted interactive medical image labeling and segmentation directly inside Databricks using MONAILabel and OHIF Viewer integration.
- Use for anonymizing sensitive patient data in DICOM files while enabling advanced analytics and dashboarding on protected health information.
Should you depend on it?
License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.
License
Other
GitHub could not identify this license; read the LICENSE file before depending on it.
Community files
- README: present
- Contributing guide: present
Watch-outs
- License not identified by GitHub; read the LICENSE file before depending on it.
General guidance from repository metadata, not legal advice. How we score
From the README
✅ Ingest and index DICOM image metadata (.dcm and from zip archives) ✅ Analyze DICOM image metadata with SQL and Machine Learning. ✅ View, segment, label DICOM Images with OHIF viewer integrated into Lakehouse Apps and Databricks security model. ✅ One button push to launch model training from OHIF viewer. ✅ NVIDIA's MONAI Integration, AI to automatically segment medical images and train custom models. ✅ Leverage Databricks' Model Serving with serverless GPU enabled clusters for real-time segmentation.
Daily snapshots
Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots
Forks
142+10
Open issues
74+4
Compared with peers in Web
Fastest-growing repositories GStars tracks in this cohort for the week of Nov 1, by 7-day star growth
| Repository | Stars | +7d | Health | Last release |
|---|---|---|---|---|
| pingdotgg/t3code | 48.4K | +16.6K | 40 | today |
| pbakaus/impeccable | 104.0K | +8.7K | 54 | 10 days ago |
| HunYiSage/dsh-purge | 19.2K | +6.2K | 13 | today |
| Renhuai123/ziwei-doushu | 16.2K | +6.1K | 44 | 21 days ago |
| paperclipai/paperclip | 111.5K | +2.8K | 59 | 13 days ago |
| databricks-industry-solutions/pixels | 435 | — | 38 | 23 days ago |
| Category median | 48.4K | +6.2K | 44 | — |
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