Temporary fix for mesh rasterization bug for traingles partially behind the camera

Summary: A triangle is culled if any vertex in a triangle is behind the camera.  This fixes incorrect rendering of triangles that are partially behind the camera, where screen coordinate calculations are strange.  It doesn't work for triangles that are partially behind the camera but still intersect with the view frustum.

Reviewed By: nikhilaravi

Differential Revision: D22856181

fbshipit-source-id: a9cbaa1327d89601b83d0dfd3e4a04f934a4a213

pytorch3d/csrc/rasterize_meshes/rasterize_meshes.cu

@@ -90,8 +90,14 @@ __device__ bool CheckPointOutsideBoundingBox(
   const float x_max = xlims.y + blur_radius;
   const float y_max = ylims.y + blur_radius;
 
+  // Faces with at least one vertex behind the camera won't render correctly
+  // and should be removed or clipped before calling the rasterizer
+  const bool z_invalid = zlims.x < kEpsilon;
+
   // Check if the current point is oustside the triangle bounding box.
-  return (pxy.x > x_max || pxy.x < x_min || pxy.y > y_max || pxy.y < y_min);
+  return (
+      pxy.x > x_max || pxy.x < x_min || pxy.y > y_max || pxy.y < y_min ||
+      z_invalid);
 }
 
 // This function checks if a pixel given by xy location pxy lies within the
@@ -625,10 +631,13 @@ __global__ void RasterizeMeshesCoarseCudaKernel(
       float ymin = FloatMin3(v0.y, v1.y, v2.y) - sqrt(blur_radius);
       float xmax = FloatMax3(v0.x, v1.x, v2.x) + sqrt(blur_radius);
       float ymax = FloatMax3(v0.y, v1.y, v2.y) + sqrt(blur_radius);
-      float zmax = FloatMax3(v0.z, v1.z, v2.z);
+      float zmin = FloatMin3(v0.z, v1.z, v2.z);
 
-      if (zmax < 0) {
-        continue; // Face is behind the camera.
+      // Faces with at least one vertex behind the camera won't render
+      // correctly and should be removed or clipped before calling the
+      // rasterizer
+      if (zmin < kEpsilon) {
+        continue;
       }
 
       // Brute-force search over all bins; TODO(T54294966) something smarter.

pytorch3d/csrc/rasterize_meshes/rasterize_meshes_cpu.cpp

@@ -68,8 +68,12 @@ bool CheckPointOutsideBoundingBox(
   float x_max = face_bbox[2] + blur_radius;
   float y_max = face_bbox[3] + blur_radius;
 
+  // Faces with at least one vertex behind the camera won't render correctly
+  // and should be removed or clipped before calling the rasterizer
+  const bool z_invalid = face_bbox[4] < kEpsilon;
+
   // Check if the current point is within the triangle bounding box.
-  return (px > x_max || px < x_min || py > y_max || py < y_min);
+  return (px > x_max || px < x_min || py > y_max || py < y_min || z_invalid);
 }
 
 // Calculate areas of all faces. Returns a tensor of shape (total_faces, 1)
@@ -468,10 +472,13 @@ torch::Tensor RasterizeMeshesCoarseCpu(
           float face_y_min = face_bboxes_a[f][1] - std::sqrt(blur_radius);
           float face_x_max = face_bboxes_a[f][2] + std::sqrt(blur_radius);
           float face_y_max = face_bboxes_a[f][3] + std::sqrt(blur_radius);
-          float face_z_max = face_bboxes_a[f][5];
+          float face_z_min = face_bboxes_a[f][4];
 
-          if (face_z_max < 0) {
-            continue; // Face is behind the camera.
+          // Faces with at least one vertex behind the camera won't render
+          // correctly and should be removed or clipped before calling the
+          // rasterizer
+          if (face_z_min < kEpsilon) {
+            continue;
           }
 
           // Use a half-open interval so that faces exactly on the

pytorch3d/renderer/mesh/rasterize_meshes.py

@@ -301,6 +301,7 @@ def rasterize_meshes_python(
     x_maxs = torch.max(faces_verts[:, :, 0], dim=1, keepdim=True).values
     y_mins = torch.min(faces_verts[:, :, 1], dim=1, keepdim=True).values
     y_maxs = torch.max(faces_verts[:, :, 1], dim=1, keepdim=True).values
+    z_mins = torch.min(faces_verts[:, :, 2], dim=1, keepdim=True).values
 
     # Expand by blur radius.
     x_mins = x_mins - np.sqrt(blur_radius) - kEpsilon
@@ -351,6 +352,12 @@ def rasterize_meshes_python(
                         or yf > y_maxs[f]
                     )
 
+                    # Faces with at least one vertex behind the camera won't
+                    # render correctly and should be removed or clipped before
+                    # calling the rasterizer
+                    if z_mins[f] < kEpsilon:
+                        continue
+
                     # Check if pixel is outside of face bbox.
                     if outside_bbox:
                         continue

tests/test_rasterize_meshes.py

@@ -552,6 +552,10 @@ class TestRasterizeMeshes(TestCaseMixin, unittest.TestCase):
             + (zbuf1 * grad_zbuf).sum()
             + (bary1 * grad_bary).sum()
         )
+
+        # avoid gradient error if rasterize_meshes_python() culls all triangles
+        loss1 += grad_var1.sum() * 0.0
+
         loss1.backward()
         grad_verts1 = grad_var1.grad.data.clone().cpu()
 
@@ -563,6 +567,10 @@ class TestRasterizeMeshes(TestCaseMixin, unittest.TestCase):
             + (zbuf2 * grad_zbuf).sum()
             + (bary2 * grad_bary).sum()
         )
+
+        # avoid gradient error if rasterize_meshes_python() culls all triangles
+        loss2 += grad_var2.sum() * 0.0
+
         grad_var1.grad.data.zero_()
         loss2.backward()
         grad_verts2 = grad_var2.grad.data.clone().cpu()