visionmaster2024-v1.0

Part of vision code of our team for Robomaster2024 competition.

https://github.com/ttiannaitt/visionmaster2024-v1.0

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
  • DOI references
  • Academic publication links
  • Academic email domains
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (5.3%) to scientific vocabulary
Last synced: 8 months ago · JSON representation ·

Repository

Part of vision code of our team for Robomaster2024 competition.

Basic Info
  • Host: GitHub
  • Owner: TTiannaiTT
  • License: agpl-3.0
  • Language: Python
  • Default Branch: main
  • Homepage:
  • Size: 1.71 MB
Statistics
  • Stars: 2
  • Watchers: 1
  • Forks: 0
  • Open Issues: 5
  • Releases: 0
Created about 2 years ago · Last pushed over 1 year ago
Metadata Files
Readme Contributing License Citation

README.md

VisionMaster2024 v1.0

Here is part of our vision code for our RoboMaster 2024 competition.
We rank top 16 in the RoboMaster University Championship, Final Tournament 2024. It's really a breakthrough for our 3SE team and our school.🎉🎉🎉

Vision Model

We choose yolov8-pose as our base model for these tasks. It features low latency, light weight and competitive performance under this condition.
This season we only build a simple fine-tuned version of the YOLOv8 model for Robomaster competition. (Maybe with just a little specific design...)
The performance and robustness of the model is really a surprise! Please refer to the YOLOv8 official reposity for more information: ultralytics

image

Inference Acceleration

Hardware: Nvidia Jetson Orin NX (16GB)
Software: TensorRT(C++ backend) + multiple model parallel inference

Notice

Now only part of the vision task code is included.
Besides the detection and pose estimation, the acceleration of the inference of this network is also important. I will also upload that later.

Owner

  • Name: John Tian
  • Login: TTiannaiTT
  • Kind: user

New in town. The second year in SEU. 生命不息,Coding不止

Citation (CITATION.cff)

cff-version: 1.2.0
preferred-citation:
  type: software
  message: If you use this software, please cite it as below.
  authors:
  - family-names: Jocher
    given-names: Glenn
    orcid: "https://orcid.org/0000-0001-5950-6979"
  - family-names: Chaurasia
    given-names: Ayush
    orcid: "https://orcid.org/0000-0002-7603-6750"
  - family-names: Qiu
    given-names: Jing
    orcid: "https://orcid.org/0000-0003-3783-7069"
  title: "Ultralytics YOLO"
  version: 8.0.0
  # doi: 10.5281/zenodo.3908559  # TODO
  date-released: 2023-1-10
  license: AGPL-3.0
  url: "https://github.com/ultralytics/ultralytics"

GitHub Events

Total
  • Watch event: 2
  • Delete event: 3
  • Issue comment event: 9
  • Pull request event: 6
  • Create event: 3
Last Year
  • Watch event: 2
  • Delete event: 3
  • Issue comment event: 9
  • Pull request event: 6
  • Create event: 3

Dependencies

.github/workflows/ci.yaml actions
  • actions/checkout v4 composite
  • actions/setup-python v5 composite
  • codecov/codecov-action v3 composite
  • conda-incubator/setup-miniconda v3 composite
  • slackapi/slack-github-action v1.24.0 composite
.github/workflows/cla.yml actions
  • contributor-assistant/github-action v2.3.1 composite
.github/workflows/codeql.yaml actions
  • actions/checkout v4 composite
  • github/codeql-action/analyze v3 composite
  • github/codeql-action/init v3 composite
.github/workflows/docker.yaml actions
  • actions/checkout v4 composite
  • docker/login-action v3 composite
  • docker/setup-buildx-action v3 composite
  • docker/setup-qemu-action v3 composite
  • slackapi/slack-github-action v1.24.0 composite
.github/workflows/format.yml actions
  • ultralytics/actions main composite
.github/workflows/greetings.yml actions
  • actions/first-interaction v1 composite
.github/workflows/links.yml actions
  • actions/checkout v4 composite
  • nick-invision/retry v2 composite
.github/workflows/publish.yml actions
  • actions/checkout v4 composite
  • actions/setup-python v5 composite
  • slackapi/slack-github-action v1.24.0 composite
.github/workflows/stale.yml actions
  • actions/stale v9 composite
examples/YOLOv8-ONNXRuntime-Rust/Cargo.toml cargo
docker/Dockerfile docker
  • pytorch/pytorch 2.1.0-cuda12.1-cudnn8-runtime build
pyproject.toml pypi
  • matplotlib >=3.3.0
  • numpy >=1.22.2
  • opencv-python >=4.6.0
  • pandas >=1.1.4
  • pillow >=7.1.2
  • psutil *
  • py-cpuinfo *
  • pyyaml >=5.3.1
  • requests >=2.23.0
  • scipy >=1.4.1
  • seaborn >=0.11.0
  • thop >=0.1.1
  • torch >=1.8.0
  • torchvision >=0.9.0
  • tqdm >=4.64.0