centernet-like-detector
Science Score: 44.0%
This score indicates how likely this project is to be science-related based on various indicators:
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✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
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○Academic publication links
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○Academic email domains
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○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (6.6%) to scientific vocabulary
Repository
Basic Info
- Host: GitHub
- Owner: forgivehat
- License: apache-2.0
- Language: Python
- Default Branch: main
- Size: 14.9 MB
Statistics
- Stars: 0
- Watchers: 0
- Forks: 0
- Open Issues: 0
- Releases: 0
Metadata Files
README.md
Centernet-like-detector
Dependencies
- CUDA 11.3
- Python 3.8
- PyTorch 1.10.0
- TorchVision 0.11.0
- mmcv-full 1.5.0
- numpy 1.22.4
Datasets
- SODA-D: OneDrvie; BaiduNetDisk
The data preparation for SODA differs slightly from that of conventional object detection datasets, as it requires the initial step of splitting the original images.
Srcipts to obtain sub-images of SODA-D can be found at tools/img_split.
Install
This repository is build on MMDetection 2.26.0 which can be installed by running the following scripts. Please ensure that all dependencies have been satisfied before setting up the environment.
git clone https://github.com/forgivehat/CenterNet-Like-Detector.git centernet
cd centernet
pip install -v -e .
Training
Single GPU:
python ./tools/train.py ${CONFIG_FILE}Multiple GPUs:
bash ./tools/dist_train.sh ${CONFIG_FILE} ${GPU_NUM}
Evaluation
Single GPU:
python ./tools/test.py ${CONFIG_FILE} ${WORK_DIR} --eval bboxMultiple GPUs:
bash ./tools/dist_test.sh ${CONFIG_FILE} ${WORK_DIR} ${GPU_NUM} --eval bbox
Owner
- Login: forgivehat
- Kind: user
- Location: Wuhan
- Repositories: 1
- Profile: https://github.com/forgivehat
Citation (CITATION.cff)
cff-version: 1.2.0 message: "If you use this software, please cite it as below." authors: - name: "MMDetection Contributors" title: "OpenMMLab Detection Toolbox and Benchmark" date-released: 2018-08-22 url: "https://github.com/open-mmlab/mmdetection" license: Apache-2.0
GitHub Events
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Dependencies
- actions/checkout v2 composite
- actions/setup-python v2 composite
- codecov/codecov-action v1.0.10 composite
- codecov/codecov-action v2 composite
- actions/checkout v2 composite
- actions/checkout v2 composite
- actions/setup-python v2 composite
- actions/checkout v2 composite
- actions/setup-python v2 composite
- actions/stale v4 composite
- actions/checkout v2 composite
- actions/setup-python v2 composite
- pytorch/pytorch ${PYTORCH}-cuda${CUDA}-cudnn${CUDNN}-devel build
- pytorch/pytorch ${PYTORCH}-cuda${CUDA}-cudnn${CUDNN}-devel build
- albumentations >=0.3.2
- cython *
- numpy *
- docutils ==0.16.0
- markdown >=3.4.0
- myst-parser *
- sphinx ==5.3.0
- sphinx-copybutton *
- sphinx_markdown_tables >=0.0.17
- sphinx_rtd_theme *
- mmcv-full >=1.3.17
- cityscapesscripts *
- imagecorruptions *
- sklearn *
- mmcv *
- torch *
- torchvision *
- matplotlib *
- numpy *
- pycocotools *
- scipy *
- six *
- terminaltables *
- asynctest * test
- codecov * test
- flake8 * test
- interrogate * test
- isort ==4.3.21 test
- kwarray * test
- onnx ==1.7.0 test
- onnxruntime >=1.8.0 test
- protobuf <=3.20.1 test
- pytest * test
- ubelt * test
- xdoctest >=0.10.0 test
- yapf * test