Using the Spatial Mapping API
Spatial Mapping Configuration #
Spatial Mapping configuration is similar to previous modules. Use InitParameters
to set the video mode, coordinate system and units.
// Set configuration parameters
InitParameters init_params;
init_params.camera_resolution = RESOLUTION::HD720; // Use HD720 video mode (default fps: 60)
init_params.coordinate_system = COORDINATE_SYSTEM::RIGHT_HANDED_Y_UP; // Use a right-handed Y-up coordinate system
init_params.coordinate_units = UNIT::METER; // Set units in meters
#Set configuration parameters
init_params = sl.InitParameters()
init_params.camera_resolution = sl.RESOLUTION.HD720 # Use HD720 video mode (default fps: 60)
init_params.coordinate_system = sl.COORDINATE_SYSTEM.RIGHT_HANDED_Y_UP # Use a right-handed Y-up coordinate system
init_params.coordinate_units = sl.UNIT.METER # Set units in meters
// Set configuration parameters
InitParameters init_params = new InitParameters();
init_params.resolution = RESOLUTION.HD720; // Use HD720 video mode (default fps: 60)
init_params.coordinateSystem = COORDINATE_SYSTEM.RIGHT_HANDED_Y_UP; // Use a right-handed Y-up coordinate system
init_params.coordinateUnits = UNIT.METER; // Set units in meters
The coordinate system determines the axes convention of the spatial map, and coordinate units specify the metrics. Since spatial mapping uses positional tracking to create its map, we recommend using the HD720 video mode at 60fps for optimal results.
Enabling Spatial Mapping #
After opening the camera, enable positional tracking using enablePositionalTracking()
and spatial mapping using enableSpatialMapping()
with SpatialMappingParameters
default parameters.
SpatialMappingParameters
has two main settings to adjust: resolution and range.
Adjusting Resolution #
You can specify mapping resolution manually (in meters) or through the following presets:
MAPPING_RESOLUTION::HIGH
: Set resolution to 2cm. Use this setting to map small areas.MAPPING_RESOLUTION::MEDIUM
: Set resolution to 5cm. Good balance between performance and level of detail.MAPPING_RESOLUTION::LOW
: Set resolution of 8cm. Use this setting to map large areas or create a collision mesh.
📌 Note: Mapping on the
HIGH
resolution setting is resource-intensive, and slows down spatial map updates. Use lower resolutions to get faster updates.
SpatialMappingParameters mapping_parameters;
mapping_parameters.resolution_meter = 0.03; // Set resolution to 3cm
mapping_parameters.resolution_meter = SpatialMappingParameters::get(MAPPING_RESOLUTION::LOW); // Or use preset
mapping_parameters = sl.SpatialMappingParameters()
mapping_parameters.resolution_meter = 0.03 # Set resolution to 3cm
mapping_parameters.resolution_meter = mapping_parameters.get_resolution_preset(sl.MAPPING_RESOLUTION.LOW) # Or use preset
SpatialMappingParameters mapping_parameters = new SpatialMappingParameters();
mapping_parameters.resolutionMeter = 0.03f; // Set resolution to 3cm
mapping_parameters.resolutionMeter = SpatialMappingParameters.get(MAPPING_RESOLUTION.LOW); // Or use preset.
Adjusting Range #
You can manually specify the range of depth data to be integrated into the mapping process, or set it through one of the following presets:
MAPPING_RANGE::NEAR
: integrates depth up to 3.5 meters.MAPPING_RANGE::MEDIUM
: integrates depth up to 5 meters.MAPPING_RANGE::FAR
: integrates depth up to 10 meters.
Since depth accuracy decreases with distance, mapping range has been limited to 10 meters. Use a careful balance of resolution and range when mapping to maintain a good quality/performance ratio.
SpatialMappingParameters mapping_parameters;
mapping_parameters.range_meter = 5 ; // Set maximum depth mapping range to 5m
mapping_parameters.range_meter = SpatialMappingParameters::get(MAPPING_RANGE::MEDIUM); // Or use preset
mapping_parameters = sl.SpatialMappingParameters()
mapping_parameters.range_meter = 5 # Set maximum depth mapping range to 5m
mapping_parameters.range_meter = mapping_parameters.get_range_preset(sl.MAPPING_RANGE.MEDIUM) # Or use preset
SpatialMappingParameters mapping_parameters = new SpatialMappingParameters();
mapping_parameters.rangeMeter = 5f; // Set maximum depth mapping range to 5m
mapping_parameters.rangeMeter = SpatialMappingParameters.get(MAPPING_RANGE.MEDIUM); // Or use preset.
Choosing the Map Type #
The spatial map can be of the following types:
SPATIAL_MAP_TYPE::MESH
: Generates a mesh with points, faces and edges.SPATIAL_MAP_TYPE::FUSED_POINT_CLOUD
: Generates a colored point cloud. This format takes more memory due to color information.
SpatialMappingParameters mapping_parameters;
// Set mapping with mesh output
spatial_mapping_parameters.map_type = SpatialMappingParameters::SPATIAL_MAP_TYPE::MESH;
// or select point cloud output
spatial_mapping_parameters.map_type = SpatialMappingParameters::SPATIAL_MAP_TYPE::FUSED_POINT_CLOUD;
mapping_parameters = sl.SpatialMappingParameters()
# Set mapping with mesh output
mapping_parameters.map_type = sl.SPATIAL_MAP_TYPE.MESH
# or select point cloud output
mapping_parameters.map_type = sl.SPATIAL_MAP_TYPE.FUSED_POINT_CLOUD
SpatialMappingParameters mapping_parameters = new SpatialMappingParameters();
// Set mapping with mesh output
mapping_parameters.map_type = sl.SPATIAL_MAP_TYPE.MESH;
// or select point cloud output
mapping_parameters.map_type = sl.SPATIAL_MAP_TYPE.FUSED_POINT_CLOUD;
Enabling textures #
By allowing spatial mapping to save images of the scene, you can export a textured version of the mesh. This option is available only for Meshes, not for Fused Point Cloud, which already has color information attached to each point.
SpatialMappingParameters mapping_parameters;
mapping_parameters.save_texture = true; // Scene texture will be recorded
mapping_parameters = sl.SpatialMappingParameters()
mapping_parameters.save_texture = True # Scene texture will be recorded
SpatialMappingParameters mapping_parameters = new SpatialMappingParameters();
mapping_parameters.saveTexture = true; // Scene texture will be recorded
Getting a 3D Map #
To start spatial mapping, you just need to call grab()
. The Spatial Mapping will ingest new images, depth information, and tracking poses in the background to create the spatial map.
One-time Mapping #
The process to map a whole area and save the result is:
- Start spatial mapping. Capture the entire area.
- When done, use
extractWholeSpatialMap()
to retrieve the spatial map. This can take some time depending on the size and resolution of the spatial map.
If you choose to create a Mesh you can:
- Use
mesh.filter()
to refine mesh. - Create the mesh texture using
mesh.applyTexture()
.
With both types you can:
- Save the map with
map.save("filename.obj")
.
// Configure spatial mapping parameters
sl::SpatialMappingParameters mapping_parameters(SpatialMappingParameters::MAPPING_RESOLUTION::LOW,
SpatialMappingParameters::MAPPING_RANGE::FAR);
// In this cas we want to create a Mesh
mapping_parameters.map_type = SpatialMappingParameters::SPATIAL_MAP_TYPE::MESH;
mapping_parameters.save_texture = true;
filter_params.set(MeshFilterParameters::MESH_FILTER::LOW); // not available for fused point cloud
// Enable tracking and mapping
zed.enableTracking();
zed.enableSpatialMapping(mapping_parameters);
sl::Mesh mesh; // Create a mesh object
int timer = 0;
// Grab 500 frames and stop
while (timer < 500) {
if (zed.grab() == ERROR_CODE::SUCCESS) {
// When grab() = SUCCESS, a new image, depth and pose is available.
// Spatial mapping automatically ingests the new data to build the mesh.
timer++;
}
}
// Retrieve the spatial map
zed.extractWholeSpatialMap(mesh);
// Filter the mesh
mesh.filter(filter_params); // not available for fused point cloud
// Apply the texture
mesh.applyTexture(); // not available for fused point cloud
// Save the mesh in .obj format
mesh.save("mesh.obj");
# Configure spatial mapping parameters
mapping_parameters = sl.SpatialMappingParameters(sl.MAPPING_RESOLUTION.LOW,
sl.MAPPING_RANGE.FAR)
mapping_parameters.map_type = sl.MAP_TYPE.MESH
mapping_parameters.save_texture = True
filter_params = sl.MeshFilterParameters() # not available for fused point cloud
filter_params.set(sl.MESH_FILTER.LOW) # not available for fused point cloud
# Enable tracking and mapping
tracking_parameters = sl.TrackingParameters()
zed.enable_tracking(tracking_parameters)
zed.enable_spatial_mapping(mapping_parameters)
mesh = sl.Mesh() # Create a mesh object
timer = 0
# Grab 500 frames and stop
while timer < 500 :
if zed.grab() == sl.ERROR_CODE.SUCCESS :
# When grab() = SUCCESS, a new image, depth and pose is available.
# Spatial mapping automatically ingests the new data to build the mesh.
timer += 1
# Retrieve the spatial map
zed.extract_whole_spatial_map(mesh)
# Filter the mesh
mesh.filter(filter_params) # not available for fused point cloud
# Apply the texture
mesh.apply_texture() # not available for fused point cloud
# Save the mesh in .obj format
mesh.save("mesh.obj")
// Configure spatial mapping parameters
SpatialMappingParameters mappingParams = new SpatialMappingParameters();
mappingParams.resolutionMeter = SpatialMappingParameters.get(MAPPING_RESOLUTION.LOW);
mappingParams.rangeMeter = SpatialMappingParameters.get(MAPPING_RANGE.FAR);
mappingParams.saveTexture = true;
//Enable tracking and mapping
PositionalTrackingParameters trackingParams = new PositionalTrackingParameters();
zed.EnablePositionalTracking(ref trackingParams);
zed.EnableSpatialMapping(ref mappingParams);
RuntimeParameters runtimeParameters = new RuntimeParameters();
int timer = 0;
Mesh mesh = new Mesh();
// Grab 500 frames and stop
while (timer < 500) {
if (zed.Grab(ref runtimeParameters) == ERROR_CODE.SUCCESS) {
// When grab() = SUCCESS, a new image, depth and pose is available.
// Spatial mapping automatically ingests the new data to build the mesh.
timer++;
}
}
// Retrieve the spatial map
zed.ExtractWholeSpatialMap();
// Filter the mesh
zed.FilterMesh(FILTER.LOW, ref mesh); // not available for fused point cloud
// Apply the texture
zed.ApplyTexture(ref mesh); // not available for fused point cloud
// Save the mesh in .obj format
zed.SaveMesh("mesh.obj", MESH_FILE_FORMAT.OBJ);
Continuous Mapping #
To get a spatial map continuously, a request and update system is available:
- Enable spatial mapping.
- Send a request to get an updated spatial map using
requestSpatialMapAsync()
. This will launch spatial map extraction in the background. - Check the request status with
getSpatialMapRequestStatusAsync()
. When the spatial map is ready, a SUCCESS status is returned. - Retrieve the spatial map with
retrieveSpatialMapAsync(sl::Mesh).
- Use in your application.
Requesting and retrieving a spatial map is resource-intensive. To improve performance, do not request a new spatial map too frequently.
// Request an updated spatial map every 0.5s
sl::Mesh mesh; // Create a Mesh object or a FusedPointCloudObject
int timer = 0;
while (1) {
if (zed.grab() == ERROR_CODE::SUCCESS) {
// Request an update of the mesh every 30 frames (0.5s in HD720 mode)
if (timer%30 == 0)
zed.requestSpatialMapAsync();
// Retrieve spatial map when ready
if (zed.getSpatialMapRequestStatusAsync() == ERROR_CODE::SUCCESS && timer > 0)
zed.retrieveSpatialMapAsync(mesh);
timer++;
}
}
# Request an updated spatial map every 0.5s
mesh = sl.Mesh() # Create a Mesh object or FusedPointCloud
timer = 0
while 1:
if zed.grab() == sl.ERROR_CODE.SUCCESS:
# Request an update of the spatial map every 30 frames (0.5s in HD720 mode)
if timer % 30 == 0 :
zed.request_spatial_map_async()
# Retrieve spatial_map when ready
if zed.get_spatial_map_request_status_async() == sl.ERROR_CODE.SUCCESS and timer > 0:
zed.retrieve_spatial_map_async(mesh)
timer += 1
// Request an updated spatial map every 0.5s
int timer = 0;
RuntimeParameters runtimeParameters = new RuntimeParameters();
Mesh mesh = new Mesh();
while (1) {
if (zed.Grab(ref runtimeParameters) == ERROR_CODE.SUCCESS) {
// Request an update of the mesh every 30 frames (0.5s in HD720 mode)
if (timer % 30 == 0)
zed.RequestSpatialMap();
// Retrieve spatial map when ready
if (zedCamera.GetMeshRequestStatus() == ERROR_CODE.SUCCESS && timer > 0){
zed.RetrieveSpatialMap(ref mesh);
}
timer++;
}
}
Disabling Spatial Mapping #
Once the spatial mapping is disabled, you will not be able to retrieve the spatial map anymore. Make sure to extract it before disabling the modules and closing the camera.
// Disable spatial mapping, positional tracking and close the camera
zed.disableSpatialMapping();
zed.disableTracking();
zed.close();
# Disable spatial mapping, positional tracking and close the camera
zed.disable_spatial_mapping()
zed.disable_tracking()
zed.close()
// Disable spatial mapping, positional tracking and close the camera
zed.DisableSpatialMapping();
zed.DisablePositionalTracking();
zed.Close();
Spatial Mapping States #
When using spatial mapping, you can check its state by calling getSpatialMappingState()
.
SPATIAL_MAPPING_STATE state = zed.getSpatialMappingState();
state = zed.get_spatial_mapping_state()
SPATIAL_MAPPING_STATE state = zed.GetSpatialMappingState();
When spatial mapping is running correctly, the module will return SPATIAL_MAPPING_STATE::OK
. If a system does not allow the ZED SDK to reach the framerate required for a consistent mapping experience, the module will return SPATIAL_MAPPING_STATE::FPS_TOO_LOW
. Similarly, if the module reaches the memory limit, it will return SPATIAL_MAPPING_STATE::NOT_ENOUGH_MEMORY
. In both cases, the spatial mapping will stop integrating new data into the model, but you can still extract the 3D model.
Code Example #
For code examples, check out the Tutorial and Sample on GitHub.