ZeroCostDL4Mic: A Google Colab based no-cost toolbox to explore Deep-Learning in Microscopy
active 2023-08-17 → 2026-03-27 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 954 days from 2023-08-17 to 2026-03-27. Pushes: 301 total, peak 21 in a day. Pull requests: 63 total, peak 20 in a day. Issues: 66 total, peak 8 in a day. Comments: 132 total, peak 17 in a day. Stars: 155 total, peak 3 in a day.
- Pushes
- Pull requests
- Issues
- Comments
- Stars
Stars, PRs, issues and forks are under-captured in the later part of this window. GH Archive progressively stopped capturing non-push events during 2026 — −95% or worse by the end of the window. Every series here except Pushes fades for that reason, so a decline above reflects the archive, not this repository. Pushes stay reliable throughout, so read them, and the contributor counts derived from them, as the real signal. Data health has the measurements.
Top contributors
Pushes, PRs, issues, reviews and comments — stars and forks excluded, so this is contribution rather than popularity
| Contributor | Contributions | Pushes | PRs | Comments |
|---|---|---|---|---|
| esgomezm | 202 | 108 | 34 | 36 |
| IvanHCenalmor | 102 | 85 | 3 | 12 |
| github-actions[bot] | 75 | 75 | 0 | 0 |
| jinxsfe | 51 | 0 | 0 | 41 |
| dependabot[bot] | 30 | 5 | 6 | 19 |
| mariana-gferreira | 22 | 12 | 8 | 2 |
| guijacquemet | 15 | 11 | 0 | 2 |
| ctr26 | 7 | 3 | 3 | 1 |
| kaarjel | 5 | 0 | 0 | 1 |
| cfusterbarcelo | 5 | 0 | 3 | 0 |
| mkoot24 | 3 | 0 | 0 | 0 |
| moore-cl | 3 | 0 | 0 | 1 |
| mdoaskndfweon | 2 | 0 | 0 | 2 |
| jing00011 | 2 | 0 | 0 | 1 |
| Romain-Laine | 2 | 2 | 0 | 0 |
| AlejandraRM67 | 2 | 0 | 0 | 0 |
| nrsid | 2 | 0 | 0 | 2 |
| sebherbert | 2 | 0 | 1 | 1 |
| cshum1 | 2 | 0 | 0 | 1 |
| alonsaguy | 2 | 0 | 2 | 0 |
Recent activity
Latest issues, pull requests and releases
- Issue comment#347PhiCMS2025-09-03 07:03StarDist_2D Load key dependencies issue
- Issue#351javiermazario2025-08-12 13:05Quality Control notebook Install dependencies error
- Issue#350shamsghani2025-07-18 14:56Deep-STORM_2D_ZeroCostDL4Mic
- Pull request#349jpylvanainen2025-06-24 19:39
- Issue#348pchegom2025-06-04 16:35ImportError: numpy.core.multiarray failed to import` / `AttributeError: _ARRAY_API not found` when importing stardist
- Issue comment#340CellKai2025-04-09 06:46StarDist2D path issue: models are not stored in the user defined location
- Issue comment#326esgomezm2025-04-08 11:00fail to train for unet 3D
- Issue#326esgomezm2025-04-08 11:00fail to train for unet 3D
- Issue comment#307esgomezm2025-04-08 10:56Cellpose-2D notebook: model folder does not exist
- Issue#307esgomezm2025-04-08 10:56Cellpose-2D notebook: model folder does not exist
- Issue#325esgomezm2025-04-08 10:55error while running U-Net_3D_ZeroCostDL4Mic.ipynb version 7
- Issue#333esgomezm2025-04-08 10:54Quetion for multilabel UNET
- Issue#341esgomezm2025-04-08 10:53Colabnotebook for UNET2D and 3D not utilizing GPU when perform training
- Issue#339esgomezm2025-04-08 10:53Question for UNET2D and 3D during training for same dataset
- Issue#315esgomezm2025-04-08 10:50assertion error after n2v 2D model training
- Issue comment#315esgomezm2025-04-08 10:50assertion error after n2v 2D model training
- Issue comment#317esgomezm2025-04-08 10:47Issue with Unet 2D
- Issue#317esgomezm2025-04-08 10:47Issue with Unet 2D
- Issue comment#340esgomezm2025-04-08 10:45StarDist2D path issue: models are not stored in the user defined location
- Issue comment#343esgomezm2025-04-08 10:40ImportError: `imsave` Removed from `tifffile` – Update Notebook to Use `imwrite`
- Issue comment#346esgomezm2025-04-08 10:39ImportError: multi.core.array failed to import
- Issue#346mkoot242025-03-31 15:09ImportError: multi.core.array failed to import
- Issue comment#326jinxsfe2025-03-31 12:45fail to train for unet 3D
- Issue comment#345jinxsfe2025-03-28 07:38UNET 3D,old model can not use in new version
- Issue#345jinxsfe2025-03-28 05:11UNET 3D,old model can not use in new version
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 155 stars here means stars gained during the window, not the repo's star count.