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yolov5-rotate

https://github.com/wzw1105/yolov5-rotate

Science Score: 44.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
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    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 (2.5%) to scientific vocabulary
Last synced: 6 months ago · JSON representation ·

Repository

Basic Info
  • Host: GitHub
  • Owner: wzw1105
  • License: gpl-3.0
  • Language: Python
  • Default Branch: master
  • Size: 13.9 MB
Statistics
  • Stars: 2
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created about 2 years ago · Last pushed about 2 years ago
Metadata Files
Readme Contributing License Citation

README.md

Yolov5 旋转目标检测

简介 本项目基于 https://github.com/ultralytics/yolov5/tree/v7.0 开源项目，实现了全向旋转目标检测。基于回归的方式对目标朝向信息进行分类，通过计算L1损失并和其他几个损失加权求和得到总的损失。
训练数据格式 和Yolov5格式基本一致，但txt文件中的每个目标最后添加一个角度信息（需要归一化到0~1），具体格式为： ```bash label x y w h theta ```
训练参数设置 基本和Yolov5训练数据的指定方式一致
训练效果展示 图中箭头方向即为模型推理的目标朝向 ![image](data/images/show.png)
旋转目标标注工具推荐 - https://github.com/wzw1105/roLabelImg
Reference - https://github.com/ultralytics/yolov5/tree/v7.0 - https://github.com/Critical-HIT-hitsz/RMUA2022

Owner

  • Name: wzw1105
  • Login: wzw1105
  • Kind: user

Citation (CITATION.cff) 

cff-version: 1.2.0
preferred-citation:
  type: software
  message: If you use YOLOv5, please cite it as below.
  authors:
  - family-names: Jocher
    given-names: Glenn
    orcid: "https://orcid.org/0000-0001-5950-6979"
  title: "YOLOv5 by Ultralytics"
  version: 7.0
  doi: 10.5281/zenodo.3908559
  date-released: 2020-5-29
  license: GPL-3.0
  url: "https://github.com/ultralytics/yolov5"

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Dependencies

utils/docker/Dockerfile docker
  • pytorch/pytorch latest build
utils/google_app_engine/Dockerfile docker
  • gcr.io/google-appengine/python latest build
requirements.txt pypi
  • Pillow >=7.1.2
  • PyYAML >=5.3.1
  • gitpython >=3.1.30
  • matplotlib >=3.2.2
  • numpy >=1.18.5
  • opencv-python >=4.1.1
  • pandas >=1.1.4
  • psutil *
  • requests >=2.23.0
  • scipy >=1.4.1
  • seaborn >=0.11.0
  • setuptools >=65.5.1
  • tensorboard >=2.4.1
  • thop >=0.1.1
  • torchvision >=0.8.1
  • tqdm >=4.64.0
utils/google_app_engine/additional_requirements.txt pypi
  • Flask ==1.0.2
  • gunicorn ==19.10.0
  • pip ==21.1
  • werkzeug >=2.2.3