Using GAMer to Refine a Mesh¶
GAMer is currently only included in the Linux CellBlender 1.1 bundle. However, it will also be added to the OSX and Windows bundles in the future.
In this tutorial, we will use GAMer to improve the quality of a surface mesh.
Our model of interest today is the murine cardiac myocyte calcium release unit. You can get the segmentation from the Cell Centered Database (CCDB), a collection of 2D, 3D, and 4D cellular and subcellular data derived from light and electron microscopy. The data we will be using today is from entry 3603. For the purposes of this tutorial, we have selected a nicely segmented section for model building. IMOD was used to generate a preliminary surface mesh in obj format.
Preliminary surface meshes from segmentations are typically of poor quality for computation. A poor quality mesh is defined as one which will lead to large errors in computation or inefficiency. For triangle surface meshes, the quality of the mesh can be qualitatively judged by evenness of the edge and node distribution. Quantitatively, mesh quality is measured by mesh topology and proportion of high aspect triangles (triangles with extremely large and small angles).
Import OBJ File into Blender¶
- Download the obj file.
Now we can open up this ".obj" file in blender.
- Start Blender by typing
blenderat the command line.
- Change the Rotation Mode by going to User Preferences > Input tab > track-ball
- Import the data file with File > Import > Wavefront (.obj) and select tt-sr-mit.obj
- Start Blender by typing
Preliminary Work on Imported Mesh¶
The object is not centered around the origin. To bring it into view, do the following.
- Make sure you have all four objects selected by holding shift-LMB and clicking (i.e. left-mouse-button) each object, selected objects will have a orange circle around their respective triangle.
- Have the cursor be inside of the 3D view window and press the Period on the Numpad.
You may notice that parts of the model are getting truncated by the clipping plane. To remove the visual artifacts, we perform the following:
Increase the distance of the far clipping plane
- Open the Properties panel by having the cursor in the 3D view window and then hit n
- Navigate to the View subpanel
- Under Clip, change End to 2000.
For geometric models, it’s often useful to change to the orthographic view [numpad 5].
We need the model to be in one volumetric domain so let’s join it. In the Outliner hold shift-LMB and click (i.e. left-mouse-button) each object with obj1_T-Tub_1 selected last which will appear white.
Then to join them have the cursor in the 3D view window and press (Ctrl+j), if done correctly then the four objects should combine into obj1_T-Tub_1.
The mesh is currently rendered as a solid material. While this is great for the purposes of animation and visualization, we care about the distribution of nodes and edges. To show the edges in the Viewport, go to the Object Properties tab and select Wire and Draw all Edges in the Display subpanel.
To simplify future manipulation let’s center the model about the origin.
- select Object near the bottom left of the 3D window, then select transform, then select Geometry to Origin.
Set the origin again just as before with the Period on the Numpad then to set the focus to the front of the object press 1 on the Numpad. Your 3D View window should now look something like the following.
Let’s now align the model so that the long axis is horizontal.
Rotate about the y-axis by 45 degrees to line up the model horizontally, by hitting r, y, and 45.
Save this state as the object’s default rotation and scale via one of two ways.
Select Object near the bottom left of the window, then select Apply, then select Rotation and Scale.
Or you can press Ctrl+a and then select Rotation and Scale.
CHECKPOINT: Let’s save our work now as: tt-sr-mit.imp_obj.blend. Note that if something goes awry, you can always close Blender and reopen at this checkpoint!
Analyze Mesh, Clean-up, and Repeat¶
We can use the mesh analyzer function of CellBlender to inspect the mesh for suitability for computational analysis. I.e., that there are no unexpected holes or bizarre topologies.
Click on the CellBlender-Mesh Analysis drop down located just above the CellBlender dropdown, then press the Analyze Mesh button.You should see that it is not watertight and non-manifold. Now we know that there is a hole in the mesh somewhere, rendering it non-watertight. Similarly there are some topological issues indicated by non-manifold topology. Manifold geometry is essentially geometry which can exist in the real world. For some pragmatic examples of non-manifold geometry please consult the following stackexchange.
Let’s start by cleaning up regions of non-manifold topology.
First engage Edit Mode [Tab] and while having the cursor in the 3D view window deselect everything by pressing [a].
Hit Ctrl-Tab and select Vertex select mode.
Click Select near the bottom left of the window, then click Select All By Trait, then click Non Manifold.
Or you could press [Shift+Ctrl+Alt+m] as a shortcut.
This highlights all the regions of non-manifold topologies.
Conveniently non-manifoldness is a problem in the animation industry (it tends to cause problems with raytracing among other things). Thus, Blender has some built-in tools to help resolve non-manifoldness.
First, Select All by pressing [a] with the cursor in the 3D view window, then near the botttom left of the 3D window select Mesh, then Clean up, then Degenerate and finally Dissolve. This function will take care of several cases of bad geometry: edges with no length, faces with no area, or face corners with no area. It does so by deleting vertices and edges it thinks don’t make sense.
This will leave some holes in the mesh. We can automatically fill the holes by again selecting Mesh near the botttom left of the 3D window, then Clean up, then Fill Holes.
Let’s now check how many issues we have resolved. Deselect everything by pressing [a] with the cursor in the 3D window again and then near the botttom left of the 3D window click Select, then Select All By Trait, then Non Manifold. Or we could use [Shift+Ctrl+Alt+m] as a shortcut.
We see that the mesh has been substantially improved but is not perfect yet.
We can zoom in on the selected region by again having the cursor in the 3D window and then on the Numpad select the Period.
Let’s delete the dangling vertex. First Deselect everything [a] then select the culprit vertex [RMB click] (Note this can be difficult to find so make sure you have the view outside the object and not inside) and delete [x] and choose Vertices.
Normal view of the culprit vertx
Close up of the culprit vertex
Once again let’s take a look to see if there are any residual problems. In Edit Mode [Tab], click Select, then Select All By Trait, then Non Manifold. Or we could use [Shift+Ctrl+Alt+m] as a shortcut. At this point your mesh should have no more issues.
Recall that the degenerate dissolve function deleted some vertices and edges. In some cases, when the holes are filled, the polygons may no longer be triangular.
To re-triangulate, select everything [a] and choose Mesh, then Faces, then Triangulate. Or [Ctrl+t] as a shortcut.
Our mesh is starting to look pretty good! Let’s re-run mesh analyzer
Return to Object Mode [Tab] or by pressing the list by the bottom of the 3d window.
Rerun mesh analysis: click the drop down CellBlender-Mesh Analysis, then Analyze Mesh. We now have a Watertight and Manifold mesh but we have Inward Facing normals. This means that everything is good except the mesh is inside out!
To reset the orientation of the faces, we need to recalculate the normals.
Return to Edit Mode [Tab].
Select Mesh, then Normals, then Recalculate Outside or you could use [Ctrl+n] as a shortcut.
Return to to Object Mode [Tab], run mesh analyzer again. We now we have good geometry to start with. Be sure to note the surface area and volume.
CHECKPOINT: Save your progress to: tt-sr-mit.clean.blend.
We are now ready to begin surface mesh refinement with GAMer.
Go to the GAMer tab on the left side of Blender.
Click on the Surface Mesh Improvement button to show this subpanel.
The subpanel provides several functions as follows:
- Coarse Dense Tris: reduces the number of triangles in densely triangulated portions of the mesh.
- Coarse Flat Tris: reduces the number of triangles in flat regions of the mesh.
- Smooth Tris: improves the aspect ratio of triangles by maximizing angles. It does so by flipping edges moving vertices based on angle and the local structure tensor.
- Normal Smooth Surf: smooths surface roughness using a feature-preserving normal averaging algorithm.
In Object Mode [Tab] with the model selected, perform the following operations in order. After each step the approximate number of vertices remaining is given.
Smooth Tris: Max_Min = 15, S_Iter = 10 (~73K vertices)
Coarse Dense Tris: CD_R, 1; CD_Iter, 5 (~37K vertices)
Smooth Tris: Max_Min, 15; S_Iter, 10
Coarse Dense Tris: CD_R, 0.5; CD_Iter, 5 (~28K vertices)
Smooth Tris: Max_Min, 20; S_Iter, 20
Click Normal Smooth Surf twice
While in Object Mode [Tab], click CellBlender, then CellBlender-Mesh Analyzer, then Mesh Analyzer. Note the slightly smaller surface area but similar volume.
CHECKPOINT: Save your progress to: tt-sr-mit.gamer_proc_1.blend
Add Boundary Box¶
Now that we have a reasonable surface mesh of our features, we want to place a boundary box around the features to represent the cytosol.
First we center the 3D cursor to the center. We will next add a cube at the position of the 3D cursor. In Object Mode, select Object, then Snap, then Cursor to Center or you could use [Shift+s and select Cursor to Center] as a shortcut.
We will next add a cube at the position of the 3D cursor. Add a cube mesh object, select Add, then Mesh, then Cube. Or you could use [Shift+a and select Mesh, then Cube] as a shortcut.
Switch to Edit mode [Tab], let’s scale and translate the bounding box to where we want it. Recall that the Properties panel can be summoned with [n].
- Location (-40, 15, 30)
- Scale (275, 130, 220)
The cube is currently a quadrilateral mesh. We need to convert to a triangular mesh.
- Switch to Edit Mode [Tab].
- To capture detailed features we will need additional triangles. With the cube selected, select Mesh, then Edges, then Subdivide a total of six times. Or you could use [w and select Subdivide] as a shortcut.
- Triangulate by selecting Mesh, then Faces, then Triangulate Faces. Or you could use [Ctrl+t] as a shortcut.
- Return to Object Mode [Tab].
CHECKPOINT: Save your progress to: tt-sr-mit.with_cube.blend
Using Boolean Modifier¶
To get the surface representation of the cytosolic volume, we must subtract our features from our cube mesh.
- While in Object Mode [Tab], go to the Modifier tab of the Properties Panel and hit Add Modifier, Generate: Boolean, Operation: Difference, Object: obj1_T-Tub_1 and Apply the modifier.
- In the Outliner click on the eye to hide obj1_T-tub_1.
- With the cube selected, apply the current rotation and scale transform. Select Object, then Apply, Rotation and Scale, or use [Ctrl+a and select Rotation and Scale]
- Apply the current location transform. Select Object, then Apply, then Location or use [Ctrl+a, Location].
- If you would like to show the edges, go to the Object Properties and select Wire and Draw all Edges.
CHECKPOINT: Save your progress to: tt-sr-mit.boolean.blend
Refine Cube with GAMer¶
- Once again, we have a surface mesh to refine.
- First, in Edit Mode [Tab], switch to Vertex select mode.
- Deselect everything [a].
- Next, we can click Select, then Select All By Trait, then Non Manifold, or [Shift+Ctrl+Alt+m]. Nothing should be selected. If there are some issues, try performing Degenerate Dissolve followed by Fill Holes.
- Return to Object Mode [Tab], and run Mesh Analyzer. We find that the mesh is not triangulated.
- We can triangulate as before:
- In Edit Mode Tab, Select All [a] , then select Mesh, then Faces, then Triangulate Faces or [Ctrl+t]
- Return to Object Mode [Tab], and run Mesh Analyzer. We have a good geometry to start refining.
- CHECKPOINT: Save your progress to: tt-sr-mit.boolean_clean.blend
- Let’s begin surface refinement using GAMer
- In Object Mode [Tab] with the cube selected, perform the following
operations in order. After each step the approximate number of vertices
remaining is given.
- Smooth Tris: Max_Min = 15, S_Iter = 10 (~70K vertices)
- Coarse Dense Tris: CD_R = 0.75, CD_Iter = 10 (~57K vertices)
- Coarse Flat Tris: CF_Rate = 0.016 (~44K vertices)
- Smooth Tris: Max_Min = 15; S_Iter = 10
- Coarse Dense Tris: CD_R = 0.1, CD_Iter = 10 (~42K vertices)
- Smooth Tris: Max_Min = 20; S_Iter = 20
- Normal Smooth Surf twice
- In Object Mode [Tab], run Mesh Analyzer. Note the slightly smaller surface area but similar volume.
- In Object Mode [Tab] with the cube selected, perform the following operations in order. After each step the approximate number of vertices remaining is given.
- CHECKPOINT: Save your progress to: tt-sr-mit.gamer_proc_2.blend Now we're ready to add boundaries and associated boundary markers to the mesh!
Adding Cytolsolic Boundary¶
Return to the GAMer tab and choose the Boundary Marking tool
Add a new boundary (+ button). By clicking on the color swatch, you can select the color you wish to represent the Cytosol. The color only serves as a visual aid to help you mark. Set the color to green.
Change the name of the boundary to Cytosol.
Enter Edit Mode [Tab] and choose Face select mode and begin selecting all faces of the cytosol. Clicking each face is very arduous! For larger surfaces, you may elect to select using the Circle Select tool [c] or the Border Select tool [b]. Use "Assign" to assign selected faces to boundary. You can assign as you go or all together at the end. Note, it can sometimes be very helpful to hide all selected faces using [h], or hide all unselected faces using [Shift+h]. You can unhide everything using [Alt+h]. In the next steps, we'll be using the the Border Select tool [b].
Turn off the option: Limit selection to visible.
Front-View [numpad 1].
Select faces of Cytosol. Use Border Select tool [b] to select the profile of each side.
Top-View [numpad 7].
Select additional faces of Cytosol. Use Border Select tool [b] to select the profile of remaining sides.
Hide all unselected [Shift+h]. You may notice that some triangles from internal features may have been selected. We will fix this next by selecting linked triangles.
Deselect all [a]
Select one triangle, click [RMB].
Select Linked [Ctrl+l]
Hide All Deselected [Shift+h]
Use "Assign" to assign selected faces to boundary.
Turn on option: “Limit selection to visible”.
Unhide All [Alt+h]
Deselect all [a]
CHECKPOINT: Save your progress to: tt-sr-mit.cytosol.blend
Adding Other Boundaries¶
When you are finished marking the cytosol, make the following changes
- Select and hide the Cytosol [h].
- Add a new boundary named Mitochondria and set the color to magenta.
- Select one face on each mitochondria [Shift+RMB] and Select Linked [Ctrl+l]
- Use Assign to assign the selected faces to be in the mitochondria.
- When finished, hide the mitochondria [h] and proceed with marking the t-tubule (TT. Set color to blue) and sarcoplasmic reticulum (SR. Set color to yellow). We chose the two letter abbreviations because boundary names cannot contain special characters or spaces (underscores are OK).
CHECKPOINT: Save your progress to: tt-sr-mit.all_marked.blend