Skip to content

jdye64/nifi-opencv

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

8 Commits
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

nifi-opencv

Installation

nifi-opencv depends on the OpenCV Java bindings. In order to make these native bindings available on the nifi instance you must first copy the native binding for your OS from lib/native/osx/libopencv_java300.dylib (currently only OSX supported) to your JAVA_HOME/jre/lib directory. Ensure that this is the same instance of Java that your nifi instance will be using.

To build nifi-opencv simply run mvn clean install from the project root directory. Once the build has completed you can copy the /nifi-opencv-nar/target/nifi-opencv-nar-1.0-SNAPSHOT.nar to your NIFI_HOME/lib directory and restart. Upon NiFi restart a new processor named "ObjectDetectionProcessor" will be present for your use.

Detect Faces and Eyes Screenshot

This flow can be found in gitresources/ObjectDetection-FacialRecognition-V5.xml:
Detect Faces and Eyes

ObjectDetectionProcessor JSON Format

The processor works by detecting a parent image (a face for example) and then detecting its children images (eyes within a face for example). Each "opencv_xml_cascade_path" is a path to a local system resource that defines the Object that is desired to be detected. This example uses faces and eyes but this certainly doesn't have to be limited to that but rather can be any opencv model or a custom trained opencv model. For convenience purposes the models listed below have been included in this project at nifi-opencv-processors/lib/opencv_models

{
  "DetectionDefinition": [
    {
      "name": "face",
      "drawBounds": "false",
      "crop": "true",
      "opencv_xml_cascade_path": "/usr/local/Cellar/opencv3/3.0.0/share/OpenCV/haarcascades/haarcascade_frontalface_default.xml",
      "children": [
        {
          "name": "left eye",
          "drawBounds": "true",
          "crop": "false",
          "opencv_xml_cascade_path": "/usr/local/Cellar/opencv3/3.0.0/share/OpenCV/haarcascades/haarcascade_lefteye_2splits.xml"
        },
        {
          "name": "right eye",
          "drawBounds": "true",
          "crop": "true",
          "opencv_xml_cascade_path": "/usr/local/Cellar/opencv3/3.0.0/share/OpenCV/haarcascades/haarcascade_righteye_2splits.xml"
        }
      ]
    }
  ]
}

About

No description, website, or topics provided.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages