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yolo-distiller

Ultralytics YOLO with Additional Knowledge Distillation Capability

https://github.com/danielsyahputra/yolo-distiller

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
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    Academic publication links
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    Institutional organization owner
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    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (6.9%) to scientific vocabulary

Keywords

ultralytics
Last synced: 10 months ago · JSON representation ·

Repository

Ultralytics YOLO with Additional Knowledge Distillation Capability

Basic Info
  • Host: GitHub
  • Owner: danielsyahputra
  • License: agpl-3.0
  • Language: Python
  • Default Branch: main
  • Homepage:
  • Size: 1.64 MB
Statistics
  • Stars: 28
  • Watchers: 2
  • Forks: 11
  • Open Issues: 2
  • Releases: 0
Topics
ultralytics
Created over 1 year ago · Last pushed over 1 year ago
Metadata Files
Readme License Citation

README.md

Ultralytics YOLO with Additional Knowledge Distillation Capability

YOLO Vision banner

Core Idea

image

How to Run

Example:

pip install -r requirements.txt

``` from ultralytics import YOLO

teacher_model = YOLO("")

student_model = YOLO("yolo11n.pt)

studentmodel.train( data="", teacher=teachermodel.model, # None if you don't wanna use knowledge distillation distillationloss="cwd", epochs=100, batch=16, workers=0, existok=True, ) ```

Credits

@software{Jocher_Ultralytics_YOLO_2023, author = {Jocher, Glenn and Qiu, Jing and Chaurasia, Ayush}, license = {AGPL-3.0}, month = jan, title = {{Ultralytics YOLO}}, url = {https://github.com/ultralytics/ultralytics}, version = {8.0.0}, year = {2023} }

Owner

  • Name: Daniel Syahputra
  • Login: danielsyahputra
  • Kind: user
  • Location: Depok, Indonesia
  • Company: University of Indonesia

Aspiring AI / ML 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: 9
  • Watch event: 51
  • Delete event: 4
  • Issue comment event: 26
  • Push event: 2
  • Pull request event: 8
  • Fork event: 13
  • Create event: 4
Last Year
  • Issues event: 9
  • Watch event: 51
  • Delete event: 4
  • Issue comment event: 26
  • Push event: 2
  • Pull request event: 8
  • Fork event: 13
  • Create event: 4

Issues and Pull Requests

Last synced: 10 months ago

All Time
  • Total issues: 3
  • Total pull requests: 2
  • Average time to close issues: 4 days
  • Average time to close pull requests: 28 days
  • Total issue authors: 3
  • Total pull request authors: 1
  • Average comments per issue: 0.67
  • Average comments per pull request: 2.0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 2
Past Year
  • Issues: 3
  • Pull requests: 2
  • Average time to close issues: 4 days
  • Average time to close pull requests: 28 days
  • Issue authors: 3
  • Pull request authors: 1
  • Average comments per issue: 0.67
  • Average comments per pull request: 2.0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 2
View more stats
Top Authors
Issue Authors
  • dependabot[bot] (2)
  • NOTGOOOOD (1)
  • nowbug (1)
  • Stephen-Hao (1)
  • MacJavellana (1)
  • Murtazaabidi1 (1)
  • arielsolomon (1)
Pull Request Authors
  • dependabot[bot] (3)
Top Labels
Issue Labels
bug (3) question (2)
Pull Request Labels

Dependencies

docker/Dockerfile docker
  • pytorch/pytorch 2.5.0-cuda12.4-cudnn9-runtime build
pyproject.toml pypi
  • matplotlib >=3.3.0
  • numpy <2.0.0; sys_platform == 'darwin'
  • numpy >=1.23.0
  • 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
  • torch >=1.8.0
  • torch >=1.8.0,!=2.4.0; sys_platform == 'win32'
  • torchvision >=0.9.0
  • tqdm >=4.64.0
  • ultralytics-thop >=2.0.0
requirements.txt pypi
  • matplotlib >=3.3.0
  • numpy >=1.23.0
  • 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
  • torch >=1.8.0
  • torchvision >=0.9.0
  • tqdm >=4.64.0
  • ultralytics-thop >=2.0.0