yolov11_knowledge_distillation
MGDLoss based yolov11 Knowledge Distillation
Science Score: 54.0%
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
Links to: arxiv.org -
○Academic email domains
-
○Institutional organization owner
-
○JOSS paper metadata
-
○Scientific vocabulary similarity
Low similarity (5.1%) to scientific vocabulary
Repository
MGDLoss based yolov11 Knowledge Distillation
Basic Info
- Host: GitHub
- Owner: deeprine
- License: agpl-3.0
- Language: Python
- Default Branch: main
- Size: 1.81 MB
Statistics
- Stars: 6
- Watchers: 1
- Forks: 1
- Open Issues: 3
- Releases: 0
Metadata Files
README.md
yolov11knowledgedistillation
MGD(https://arxiv.org/abs/2205.01529)
This code applies knowledge distillation to YOLOv11 from ultralytics using MGDLoss or CWDLoss.
Reference
- This project is forked from ultralytics
- This project is based on yolov8_Distillation
Installation
1. Clone the repository
Clone the repository using the following command:
bash
git clone https://github.com/deeprine/yolov11_Knowledge_Distillation
2. Install the required libraries
Install all the necessary libraries listed in requirements.txt:
bash
pip install -r requirements.txt
3. Modify and execute run.sh
Edit the run.sh file as needed and execute it:
- You can train only the teacher model.
- If the teacher model has already been trained, you can train the student model.
Run the script:
bash
bash run.sh
Owner
- Name: YongSeong
- Login: deeprine
- Kind: user
- Location: YongIn, Republic of Korea
- Company: @KangnamUniversity
- Website: leeyongseong.oopy.io
- Repositories: 23
- Profile: https://github.com/deeprine
AI engineer
Citation (CITATION.cff)
# This CITATION.cff file was generated with https://bit.ly/cffinit
cff-version: 1.2.0
title: Ultralytics YOLO
message: >-
If you use this software, please cite it using the
metadata from this file.
type: software
authors:
- given-names: Glenn
family-names: Jocher
affiliation: Ultralytics
orcid: 'https://orcid.org/0000-0001-5950-6979'
- family-names: Qiu
given-names: Jing
affiliation: Ultralytics
orcid: 'https://orcid.org/0000-0003-3783-7069'
- given-names: Ayush
family-names: Chaurasia
affiliation: Ultralytics
orcid: 'https://orcid.org/0000-0002-7603-6750'
repository-code: 'https://github.com/ultralytics/ultralytics'
url: 'https://ultralytics.com'
license: AGPL-3.0
version: 8.0.0
date-released: '2023-01-10'
GitHub Events
Total
- Issues event: 2
- Watch event: 10
- Delete event: 8
- Issue comment event: 25
- Push event: 8
- Pull request event: 15
- Fork event: 1
- Create event: 10
Last Year
- Issues event: 2
- Watch event: 10
- Delete event: 8
- Issue comment event: 25
- Push event: 8
- Pull request event: 15
- Fork event: 1
- Create event: 10
Issues and Pull Requests
Last synced: 10 months ago
All Time
- Total issues: 2
- Total pull requests: 7
- Average time to close issues: about 1 month
- Average time to close pull requests: about 2 months
- Total issue authors: 2
- Total pull request authors: 1
- Average comments per issue: 1.0
- Average comments per pull request: 2.14
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 7
Past Year
- Issues: 2
- Pull requests: 7
- Average time to close issues: about 1 month
- Average time to close pull requests: about 2 months
- Issue authors: 2
- Pull request authors: 1
- Average comments per issue: 1.0
- Average comments per pull request: 2.14
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 7
Top Authors
Issue Authors
- WangYuSenn (1)
- liu0623 (1)
Pull Request Authors
- dependabot[bot] (8)