目录
一、基于二值化去除背景
在2D空间中：reduce_object_model_3d_by_view (Regions, ObjectModel3DScene, \[\], \[\], ObjectModel3DReduced) 首先二值化得到region，然后按region进行筛选。
在3D空间中：select_points_object_model_3d (ObjectModel3DScene, 'point_coord_z', MinDist, MaxDist, ObjectModel3DReduced) 通过选取点进行筛选
csharp
for SceneIdx := 2 to 4 by 1
* Get 3D Scene from XYZ-image.
read_image (ImageXYZ, 'boxes/cardboard_boxes_xyz_' + SceneIdx$'02d')
read_image (Image, 'boxes/cardboard_boxes_' + SceneIdx$'02d')
decompose3 (ImageXYZ, XScene, YScene, ZScene)
xyz_to_object_model_3d (XScene, YScene, ZScene, ObjectModel3DScene)
xyz_attrib_to_object_model_3d (XScene, YScene, ZScene, Image, '&gray', ObjectModel3DScene)
*
* Determine threshold values.
MaxDist := 0.72
MinDist := 0.28
*
* Remove background.
get_object_model_3d_params (ObjectModel3DScene, 'has_xyz_mapping', HasXYZMappings)
if (HasXYZMappings == 'true')
* In 2D space.
threshold (ZScene, Regions, MinDist, MaxDist)
reduce_object_model_3d_by_view (Regions, ObjectModel3DScene, [], [], ObjectModel3DReduced)
dev_open_window (0, 608, 600, 600, 'black', WindowHandle1)
set_display_font (WindowHandle1, 16, 'mono', 'true', 'false')
dev_display (ZScene)
dev_set_color ('#f28d26')
dev_display (Regions)
dev_disp_text ('Apply threshold on Z-image', 'window', 'top', 'left', 'black', [], [])
dev_set_window (WindowHandle)
Instructions[0] := 'Rotate: Left button'
Instructions[1] := 'Zoom: Shift + left button'
Instructions[2] := 'Move: Ctrl + left button'
PoseVis := [-0.19, -0.52, 4.5, 310, 15, 330, 0]
visualize_object_model_3d (WindowHandle, ObjectModel3DScene, [], PoseVis, 'intensity_0', '&gray', 'Full Scene', [], Instructions, PoseOut)
dev_set_window (WindowHandle1)
dev_close_window ()
else
* In 3D space.
dev_set_window (WindowHandle)
Instructions[0] := 'Rotate: Left button'
Instructions[1] := 'Zoom: Shift + left button'
Instructions[2] := 'Move: Ctrl + left button'
PoseVis := [-0.19, -0.52, 4.5, 310, 15, 330, 0]
visualize_object_model_3d (WindowHandle, ObjectModel3DScene, [], PoseVis, 'intensity_0', '&gray', 'Full Scene', [], Instructions, PoseOut)
select_points_object_model_3d (ObjectModel3DScene, 'point_coord_z', MinDist, MaxDist, ObjectModel3DReduced)
endif
*
* Visualization.
Text := 'Reduced Scene'
visualize_object_model_3d (WindowHandle, ObjectModel3DReduced, [], PoseOut, 'intensity_0', '&gray', Text, [], Instructions, PoseOut)
endfor
disp_continue_message (WindowHandle, 'black', 'true')
stop ()二、基于参考平面去除背景
通过估计一个（背景），去除背景。
拟合和生成参考平面：fit_surface_first_order (ROI, ZScene, 'tukey', 5, 2, Alpha, Beta, Gamma)
get_image_size (ZScene, Width, Height)
gen_image_surface_first_order (ImageSurface, 'real', Alpha, Beta, Gamma, Width / 2, Height / 2, Width, Height)
真实平面和生成参考平面做差值，选取非背景区域：
sub_image (ZScene, ImageSurface, ImageSub, 1, 0)
threshold (ImageSub, Regions, -1, -0.03)
reduce_object_model_3d_by_view (Regions, ObjectModel3D, 'xyz_mapping', \[\], ObjectModel3DReduced)
csharp
dev_open_window (0, 0, 600, 600, 'black', WindowHandle)
set_display_font (WindowHandle, 16, 'mono', 'true', 'false')
PoseVis := [-0.19, -0.52, 4.5, 310, 15, 330, 0]
*
* Online step: Apply estimated plane
* to acquired scenes.
for i := 2 to 4 by 1
*
read_image (ImageXYZ, 'boxes/cardboard_boxes_xyz_' + i$'02d')
read_image (Image, 'boxes/cardboard_boxes_' + i$'02d')
decompose3 (ImageXYZ, XScene, YScene, ZScene)
*
xyz_attrib_to_object_model_3d (XScene, YScene, ZScene, Image, '&gray', ObjectModel3D)
*
Instructions[0] := 'Rotate: Left button'
Instructions[1] := 'Zoom: Shift + left button'
Instructions[2] := 'Move: Ctrl + left button'
visualize_object_model_3d (WindowHandle, ObjectModel3D, [], PoseVis, 'intensity_0', '&gray', 'Full scene', [], Instructions, PoseOut)
object_model_3d_to_xyz (X, Y, Z, ObjectModel3D, 'from_xyz_map', [], [])
*
* Remove duplicated points in 2D.
threshold (Z, Regions1, 0.2, 0.5)
*
* Remove background.
sub_image (ZScene, ImageSurface, ImageSub, 1, 0)
threshold (ImageSub, Regions, -1, -0.03)
reduce_object_model_3d_by_view (Regions, ObjectModel3D, 'xyz_mapping', [], ObjectModel3DReduced)
*
* Visualization .
visualize_object_model_3d (WindowHandle, ObjectModel3DReduced, [], PoseVis, 'intensity', '&gray', 'Reduced Scene', [], Instructions, PoseOut)
endfor三、基于参考场景去除背景
1、获取一个没有任何物体的参考场景（离线步骤，场景中没有目标）。
2、从有目标场景的z映射中减去参考场景的z映射，然后二值化，删除噪声。
csharp
dev_disp_introduction_reference_scene ()
stop ()
*
* Read reference scene.
dev_disp_text ('Reading model. This may take a moment.', 'window', 'bottom', 'right', 'black', [], [])
read_image (ImageRefPlane, 'metal-parts/metal_parts_reference_plane_xyz')
decompose3 (ImageRefPlane, XRef, YRef, ZRef)
xyz_to_object_model_3d (XRef, YRef, ZRef, ReferenceScene)
* Initialize visualization.
dev_close_window ()
dev_open_window (0, 0, 600, 600, 'black', WindowHandle)
set_display_font (WindowHandle, 16, 'mono', 'true', 'false')
PoseVis := [-135, -500, 4000, 300, 15, 45, 0]
VisParams := ['alpha', 'color', 'point_size']
VisValues := [0.1, 'gray', 1]
Instructions[0] := 'Rotate: Left button'
Instructions[1] := 'Zoom: Shift + left button'
Instructions[2] := 'Move: Ctrl + left button'
*
visualize_object_model_3d (WindowHandle, ReferenceScene, [], PoseVis, VisParams, VisValues, 'Reference scene', [], Instructions, PoseOut)
*
PoseVis := [-96, -522, 2047, 296, 11, 57, 0]
* Online step. Subtract reference scene from
* acquired scene.
for I := 1 to 2 by 1
dev_disp_text ('Reading model. This may take a moment.', 'window', 'bottom', 'right', 'black', [], [])
read_image (ImageScene, 'metal-parts/metal_parts_xyz_' + I$'02')
decompose3 (ImageScene, ImageX, ImageY, ImageZ)
xyz_to_object_model_3d (ImageX, ImageY, ImageZ, ObjectModel3D)
visualize_object_model_3d (WindowHandle, ObjectModel3D, [], PoseVis, VisParams, VisValues, 'Full scene', [], Instructions, PoseOut)
* Subtract reference scene in 2D.
sub_image (ZRef, ImageZ, ImageSub, 1, 0)
*
* Apply a threshold smaller than the thickness of the object.
threshold (ImageSub, Region, 0.7, 1e+10)
*
* Remove noise.
connection (Region, ConnectedRegions)
select_shape (ConnectedRegions, SelectedRegions, 'area', 'and', 100, 1e+10)
union1 (SelectedRegions, RegionUnion)
*
* Reduce the point cloud to the objects on plane.
reduce_object_model_3d_by_view (RegionUnion, ObjectModel3D, [], [], ObjectModel3DReduced)
*
* Visualization.
VisParamsResult := ['color_0', 'alpha_0', 'color_1', 'alpha_1', 'point_size_0', 'point_size_1']
VisValuesResult := ['gray', 0.3, 'forest green', 0.3, 1, 2]
Text := 'Reduced Scene'
Text[1] := 'The objects have been separated from the background'
visualize_object_model_3d (WindowHandle, [ObjectModel3D,ObjectModel3DReduced], [], PoseOut, VisParamsResult, VisValuesResult, Text, [], Instructions, PoseOut)
endfor
* 四、总结
1、上面三种方式，本质上第一步都是在Z-mapping筛选目标Region。
2、第二部根据使用reduce_object_model_3d_by_view函数，裁剪3D模型