MyCity/traffic_analyzer/object_detection/protos/calibration.proto

syntax = "proto2";

package object_detection.protos;

// Message wrapper for various calibration configurations
message CalibrationConfig {
  oneof calibrator {
    // Class-agnostic calibration via linear interpolation (usually output from
    // isotonic regression)
    FunctionApproximation function_approximation = 1;

    // Per-class calibration via linear interpolation
    LabelFunctionApproximations label_function_approximations = 2;

    // Class-agnostic sigmoid calibration
    SigmoidCalibration sigmoid_calibration = 3;

    // Per-class sigmoid calibration
    LabelSigmoidCalibrations label_sigmoid_calibrations = 4;
  }
}

// Message for class-agnostic domain/range mapping for function
// approximations
message FunctionApproximation {
  // Message mapping class labels to indices
  optional XYPairs x_y_pairs = 1;
}

// Message for class-specific domain/range mapping for function
// approximations
message LabelFunctionApproximations {
  // Message mapping class labels to indices
  map<string, XYPairs> label_xy_pairs_map = 1;
  // Label map to map label names from to class ids.
  optional string label_map_path = 2;
}

// Message for class-agnostic Sigmoid Calibration
message SigmoidCalibration {
  // Message mapping class index to Sigmoid Parameters
  optional SigmoidParameters sigmoid_parameters = 1;
}

// Message for class-specific Sigmoid Calibration
message LabelSigmoidCalibrations {
  // Message mapping class index to Sigmoid Parameters
  map<string, SigmoidParameters> label_sigmoid_parameters_map = 1;
  // Label map to map label names from to class ids.
  optional string label_map_path = 2;
}

// Message to store a domain/range pair for function to be approximated
message XYPairs {
  message XYPair {
    optional float x = 1;
    optional float y = 2;
  }

  // Sequence of x/y pairs for function approximation
  repeated XYPair x_y_pair = 1;
}

// Message defining parameters for sigmoid calibration.
message SigmoidParameters {
  optional float a = 1 [default = -1.0];
  optional float b = 2 [default = 0.0];
}