Skip to content

FaceDetector stuck if multiple faces present #3

@Pasmikh

Description

@Pasmikh

Thank you for this repository!
Face Detector works fine when there is one face present, but when there are 2 or more Non maximum supression algorithm gets stuck in infinite while loop. It doesn't filter out non-intersecting boxes properly.
I have slightly modified your code in non_maximum_supression.dart to

var picks = <int>[];
  while (I.isNotEmpty) {
    var ind0 = positions.sublist(positions.length - 1, positions.length);
    var ind1 = positions.sublist(0, positions.length - 1);

    var xx1 = _maximum(_itemIndex(_x1, ind0)[0], _itemIndex(_x1, ind1));
    var yy1 = _maximum(_itemIndex(_y1, ind0)[0], _itemIndex(_y1, ind1));
    var xx2 = _minimum(_itemIndex(_x2, ind0)[0], _itemIndex(_x2, ind1));
    var yy2 = _minimum(_itemIndex(_y2, ind0)[0], _itemIndex(_y2, ind1));
    var w = _maximum(0.0, xx2 - xx1);
    var h = _maximum(0.0, yy2 - yy1);
    var inter = w * h;
    var o = inter /
        (_sum(_itemIndex(area, ind0)[0], _itemIndex(area, ind1)) - inter);

    picks.add(ind0[0]);

    List<double> newI = [];
    List<int> newPositions = [];
    o.asMap().forEach((key, value) {
      if (value <= threshold) {
        newI.add(I[key]);
        newPositions.add(positions[key]);
      }
    });

    I = newI;
    positions = newPositions;
  }

  List<Detection> results = [];

  for (var pick in picks) {
    results.add(detections[pick]);
  }
  return results;

and also in face_detection_service.dart


    for (var detection in detections) {
      Rect? bbox;
      final score = detection.score;
      if (score > threshold) {
        bbox = Rect.fromLTRB(
          inputImage.width * detection.xMin,
          inputImage.height * detection.yMin,
          inputImage.width * detection.width,
          inputImage.height * detection.height,
        );

        bbox = _imageProcessor.inverseTransformRect(
            bbox, image.height, image.width);
      }
      rectFaces.add({'bbox': bbox, 'score': score});
    }
    rectFaces.sort((a, b) => b['score'].compareTo(a['score']));

    return rectFaces;

It detects and returns multiple boxes for each face present. I hope it helps, thanks again for this project.

Metadata

Metadata

Assignees

No one assigned

    Labels

    No labels
    No labels

    Projects

    No projects

    Milestone

    No milestone

    Relationships

    None yet

    Development

    No branches or pull requests

    Issue actions