https://github.com/bencevans/detection-color

https://github.com/bencevans/detection-color

Science Score: 13.0%

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

  • CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
  • DOI references
  • Academic publication links
  • Academic email domains
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (7.1%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

Basic Info
  • Host: GitHub
  • Owner: bencevans
  • Language: Rust
  • Default Branch: main
  • Homepage:
  • Size: 8.79 KB
Statistics
  • Stars: 0
  • Watchers: 2
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created over 3 years ago · Last pushed over 3 years ago
Metadata Files
Readme

README.md

Detection Color

Calculating the optimal color for bounding boxes in object detection.

Introduction

Detection models are identify objects in images. Visualizing the results of these models is important for understanding the model's performance. One way to visualize the results is to draw bounding boxes around the detected objects. The color of the bounding box can be used to indicate the confidence of the detection or the class of the object. This package provides a way to calculate the optimal color for bounding boxes.

Methodology

Utilising a Camera Trap Dataset, we take the mean RGB values of the pixels 1px within and 1px outside of a 1px bounding box around each object. We then calculate the color with the highest contrast ratio to the background color. This is the optimal color for the bounding box.

Results

ENA24

Mean: rgb(93, 96, 79) Mean: #5d604f

Complimentary color (calc): #604f5d

Installation

bash $ cargo install git+https://github.com/bencevans/detection-color

Usage

```bash $ detection-color --help Calculate the mean pixels of 1px inset and outset boxes around each object in a COCO dataset

Usage: detection-color

Arguments: Path to the imagedir <COCOPATH> Path to COCO annotations

Options: -h, --help Print help information -V, --version Print version information ```

License

MIT

Owner

  • Name: Ben Evans
  • Login: bencevans
  • Kind: user
  • Location: London, UK
  • Company: Institute of Zoology, ZSL

GitHub Events

Total
Last Year

Issues and Pull Requests

Last synced: over 1 year ago

All Time
  • Total issues: 0
  • Total pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Total issue authors: 0
  • Total pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
Pull Request Authors
Top Labels
Issue Labels
Pull Request Labels