[Joseph DeGol]

ChromaTag: A Colored Marker and Fast Detection Algorithm


Joseph DeGol, Timothy Bretl, Derek Hoiem

2017 IEEE International Conference on Computer Vision (ICCV '17)



URL

Paper

Supplementary

Poster



ABSTRACT

Current fiducial marker detection algorithms rely on marker IDs for false positive rejection. Time is wasted on potential detections that will eventually be rejected as false positives. We introduce ChromaTag, a fiducial marker and detection algorithm designed to use opponent colors to limit and quickly reject initial false detections and gray scale for precise localization. Through experiments, we show that ChromaTag is significantly faster than current fiducial markers while achieving similar or better detection accuracy. We also show how tag size and viewing direction effect detection accuracy. Our contribution is significant because fiducial markers are often used in real-time applications (e.g. marker assisted robot navigation) where heavy computation is required by other parts of the system.



VIDEOS

Two videos are provided below. The first video is a compilation of the data used for development of ChromaTag. This video includes a cpu usage meter demonstrating that ChromaTag requires less than 5% of one core of a cpu for detection in a 752x480 image. This is significantly faster than the average cpu usage of other tags.

The second video is a compilation of the data used for evaluation in the ICCV paper. This data highlights the successes and failures of ChromaTag and the other tags. For example, ChromaTag does not work well when the camera is far from the tag and AprilTag 16H5 has many false positives. This video also includes a cpu usage meter demonstrating that ChromaTag requires significantly less cpu compared to the other tags. Links to download the videos are provided.

Development Testing

Download

Evaluation Results

Download



CHROMTAGS

ChromaTags are based on the tag families created by Edwin Olson for AprilTag. An example AprilTag from the 16H5 family is shown below in (1). The grid spaces are white or black to embed a binary code (2). For ChromaTag, we reassign the 4 inner squares to two shades of red and the outer grid squares to two shades of green (3). This results in a ChromaTag (4).

1. Example 16H5 AprilTag

2. Code Grid

3. Assign Colors

4. Example 16H5 ChromaTag

For this paper, we used the 16H5 family to create ChromaTags. These tags can be downloaded below. The tags are 800x800 pixels in size. Note that the color of the downloaded tags look different than those on this website. This is because the colors of the tags were optimized for printing with a generic home printer. When printed, the colors should look like those shown in the paper.

Download ChromaTag 16H5



SOURCE CODE

ChromaTag is released under the MIT license. Please consider citing ChromaTag if you use it. If you are using ChromaTag for commercial purposes, we would love to know about it! Please email us and tell us who you are and what you are using it for.

Development Release on Github:
The most recent version of the code can be cloned from github. This version is actively developed and may be less stable at times than the stable release.

ChromaTag on Github

Stable Release v1.0.0:
Occasionally this version will be updated, but the idea is that this version will always be stable and can be downloaded directly from here without the need for git.

1. Download Code and Starter Data

2. Unzip Folder

3. See README.txt
for help

4. Compile using
cmake

5. Run using Run_ChromaTag.sh

Click (1) the download icon above to download the code and starter data. Next, unzip (2) the downloaded file and navigate inside. Read (3) the README.md file for details on building dependencies and ChromaTag. Build (4) ChromaTag using cmake. Run (5) ChromaTag on the starter data using Run_ChromaTag.sh.



DATA

Development Data:
Here is some of the data used during development of ChromaTag. This data can also be seen in the videos above.

Download Starter Data Translation

Download Starter Data In-Plane Rotation


Download Development Data In-Plane Rotation

Download Development Data Out-Of-Plane Rotation



BIBTEX
@inproceedings{DeGol:ICCV:17,
  author    = {Joseph DeGol and Timothy Bretl and Derek Hoiem},
  title     = {ChromaTag: A Colored Marker and Fast Detection Algorithm},
  booktitle = {ICCV},
  year      = {2017}
}
								


Last Updated: 11/27/17