selectLabelsByGroupName

Select multisignal ground truth by label group name

Syntax

gtLabel = selectLabelsByGroupName(gTruth,labelGroups)

Description

gtLabel = selectLabelsByGroupName(gTruth,labelGroups) selects labels belonging to the groups specified by labelGroups from a groundTruthMultisignal object, gTruth. The function returns a corresponding groundTruthMultisignal object, gtLabel, that contains only the selected labels. If gTruth is a vector of groundTruthMultisignal objects, then the function returns a vector of corresponding groundTruthMultisignal objects that contain only the selected labels.

Examples

Select Ground Truth Labels by Group Name

Select ground truth labels from a groundTruthMultisignal object by specifying a group name.

Load a groundTruthMultisignal object containing ROI and scene label data for a video and corresponding lidar point cloud sequence. The helper function used to load this object is attached to the example as a supporting file.

gTruth = helperLoadGTruthVideoLidar;

Inspect the label definitions. The object contains label definitions in a "Vehicles" group. Ungrouped labels are in the group named "None".

gTruth.LabelDefinitions

ans =

  5×7 table

      Name       SignalType    LabelType       Group        Description           LabelColor            Hierarchy  
    _________    __________    _________    ____________    ___________    ________________________    ____________

    {'car'  }    Image         Rectangle    {'Vehicles'}    {0×0 char}     {[0.5862 0.8276 0.3103]}    {1×1 struct}
    {'car'  }    PointCloud    Cuboid       {'Vehicles'}    {0×0 char}     {[0.5862 0.8276 0.3103]}    {1×1 struct}
    {'truck'}    Image         Rectangle    {'Vehicles'}    {0×0 char}     {[     0.5172 0.5172 1]}    {0×0 double}
    {'truck'}    PointCloud    Cuboid       {'Vehicles'}    {0×0 char}     {[     0.5172 0.5172 1]}    {0×0 double}
    {'sunny'}    Time          Scene        {'None'    }    {0×0 char}     {[     0 0.7241 0.6552]}    {0×0 double}

Create a new groundTruthMultisignal object that contains labels for only the "Vehicles" group.

groupNames = "Vehicles";
gtLabel = selectLabelsByGroupName(gTruth,groupNames);

For the original and new objects, inspect the ROI label data. Because "Vehicles" is the only group used for the ROI label data, the original and new object contain identical ROI label data.

gTruth.ROILabelData
gtLabel.ROILabelData

ans = 

  ROILabelData with properties:

                lidarSequence: [34×2 timetable]
    video_01_city_c2s_fcw_10s: [204×2 timetable]


ans = 

  ROILabelData with properties:

                lidarSequence: [34×2 timetable]
    video_01_city_c2s_fcw_10s: [204×2 timetable]

For the original and new objects, inspect the scene label data. The "None" group, which is used only in scene labels, was not selected. Therefore, the new object contains no scene label data.

gTruth.SceneLabelData
gtLabel.SceneLabelData

ans = 

  SceneLabelData with properties:

    sunny: [0 sec    10.15 sec]


ans = 

  SceneLabelData with properties:

    sunny: [0×0 duration]

Input Arguments

gTruth — Multisignal ground truth data

groundTruthMultisignal object | vector of groundTruthMultisignal objects

Multisignal ground truth data, specified as a groundTruthMultisignal object or vector of groundTruthMultisignal objects.

labelGroups — Label group names

character vector | string scalar | cell array of character vectors | string vector

Label group names, specified as a character vector, string scalar, cell array of character vectors, or string vector.

To view all label group names in a groundTruthMultisignal object, gTruth, enter this command at the MATLAB^® command prompt.

unique(gTruth.LabelDefinitions.Group)

Example: 'Vehicles'

Example: "Vehicles"

Example: {'Vehicles','Signs'}

Example: ["Vehicles" "Signs"]

Output Arguments

gtLabel — Ground truth with only selected labels

groundTruthMultisignal object | vector of groundTruthMultisignal objects

Ground truth with only the selected labels, returned as a groundTruthMultisignal object or vector of groundTruthMultisignal objects.

Each groundTruthMultisignal object in gtLabel corresponds to a groundTruthMultisignal object in the gTruth input. The returned objects contain only the labels belonging to the groups specified by the labelGroups input.

Version History

Introduced in R2020a