https://github.com/bitdessin/justdeepit
A tool with GUI and CUI for image analysis based on deep learning
Science Score: 39.0%
This score indicates how likely this project is to be science-related based on various indicators:
-
○CITATION.cff file
-
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
✓DOI references
Found 3 DOI reference(s) in README -
○Academic publication links
-
○Academic email domains
-
○Institutional organization owner
-
○JOSS paper metadata
-
○Scientific vocabulary similarity
Low similarity (7.6%) to scientific vocabulary
Keywords
Repository
A tool with GUI and CUI for image analysis based on deep learning
Basic Info
Statistics
- Stars: 9
- Watchers: 1
- Forks: 1
- Open Issues: 0
- Releases: 0
Topics
Metadata Files
README.md
JustDeepIt
Image analysis based on deep learning is becoming mainstream and increasingly accessible for solving various scientific problems in diverse fields including plant science. Practical applications in plant science include species classification, fruit detection, plant disease and pest detection, weed detection, leaf segmentation, and plant segmentation. Python programming language and its libraries including PyTorch and MMDetection have made deep learning much easier and more accessible to researchers. However, deep learning technologies remain challenging for programming beginners because they require computer programming skills and a basic familiarity with character user interfaces (CUIs). JustDeepIt aims to simplify object detection, instance segmentation, and salient object detection using deep learning by providing a graphical user interface (GUI). In addition, to ensure flexibility and extensibility, JustDeepIt also provides CUI. It may be applicable for image analysis in various disciplines beyond plant science.
Documentation
- https://justdeepit.readthedocs.io/en/latest/index.html
Citation
Sun J, Cao W, Yamanaka T. JustDeepIt: Software tool with graphical and character user interfaces for deep learning-based object detection and segmentation in image analysis. Front. Plant Sci., 2022, 13:964058. doi: 10.3389/fpls.2022.964058
Owner
- Name: bitdessin
- Login: bitdessin
- Kind: organization
- Repositories: 1
- Profile: https://github.com/bitdessin
GitHub Events
Total
Last Year
Dependencies
- sphinxcontrib-napoleon *
- fastapi *
- jinja2 *
- joblib *
- numpy *
- opencv-python >=4.5.1
- openmim *
- pandas *
- pillow *
- python-multipart *
- scikit-image >=0.18.1
- torch >=1.8
- torchvision *
- tqdm *
- uvicorn *
- actions/checkout v3 composite
- actions/setup-python v2 composite
- pypa/gh-action-pypi-publish release/v1 composite
- nvidia/cuda ${base} build
- Jinja2 >= 3.0
- Pillow >= 10.0
- fastapi >= 0.100
- joblib *
- mmcv >= 2.0
- mmdet >= 3.0
- mmengine *
- numpy >= 1.21
- opencv-python >= 4.6
- openmim *
- pandas >= 2.0
- python-multipart >= 0.0.8
- scikit-image >= 0.20
- torch >= 2.0.0
- torchvision >= 0.15.0
- tqdm *
- uvicorn >= 0.28