diff --git a/docs/notes/assets/world_camera_image.png b/docs/notes/assets/world_camera_image.png index ea0d0a4e..5e61582f 100644 Binary files a/docs/notes/assets/world_camera_image.png and b/docs/notes/assets/world_camera_image.png differ diff --git a/docs/tutorials/render_colored_points.ipynb b/docs/tutorials/render_colored_points.ipynb index e70792ae..ed5858cf 100644 --- a/docs/tutorials/render_colored_points.ipynb +++ b/docs/tutorials/render_colored_points.ipynb @@ -51,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": { "collapsed": true }, @@ -86,7 +86,7 @@ "source": [ "### Load a point cloud and corresponding colors\n", "\n", - "Load a `.ply` file and create a **Point Cloud** object. \n", + "Load and create a **Point Cloud** object. \n", "\n", "**Pointclouds** is a unique datastructure provided in PyTorch3D for working with batches of point clouds of different sizes. " ] @@ -113,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": { "collapsed": true }, @@ -130,6 +130,7 @@ "# Load point cloud\n", "pointcloud = np.load(obj_filename)\n", "verts = torch.Tensor(pointcloud['verts']).to(device)\n", + " \n", "rgb = torch.Tensor(pointcloud['rgb']).to(device)\n", "\n", "point_cloud = Pointclouds(points=[verts], features=[rgb])" @@ -150,7 +151,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": { "collapsed": true }, @@ -173,20 +174,14 @@ "# Create a points renderer by compositing points using an alpha compositor (nearer points\n", "# are weighted more heavily). See [1] for an explanation.\n", "renderer = PointsRenderer(\n", - " rasterizer=PointsRasterizer(\n", - " cameras=cameras, \n", - " raster_settings=raster_settings\n", - " ),\n", - " compositor=AlphaCompositor(\n", - " device=device, \n", - " composite_params=None\n", - " )\n", + " rasterizer=PointsRasterizer(cameras=cameras, raster_settings=raster_settings),\n", + " compositor=AlphaCompositor(composite_params=None)\n", ")\n" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -195,18 +190,21 @@ "(-0.5, 511.5, 511.5, -0.5)" ] }, - "execution_count": 6, - "metadata": {}, + "execution_count": 4, + "metadata": { + "bento_obj_id": "139688235253488" + }, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { + "bento_obj_id": "139688214318288", "needs_background": "light" }, "output_type": "display_data" @@ -229,7 +227,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": { "collapsed": true }, @@ -252,20 +250,14 @@ "# Create a points renderer by compositing points using an weighted compositor (3D points are\n", "# weighted according to their distance to a pixel and accumulated using a weighted sum)\n", "renderer = PointsRenderer(\n", - " rasterizer=PointsRasterizer(\n", - " cameras=cameras, \n", - " raster_settings=raster_settings\n", - " ),\n", - " compositor=NormWeightedCompositor(\n", - " device=device, \n", - " composite_params=None\n", - " )\n", + " rasterizer=PointsRasterizer(cameras=cameras, raster_settings=raster_settings),\n", + " compositor=NormWeightedCompositor(composite_params=None)\n", ")\n" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -274,18 +266,21 @@ "(-0.5, 511.5, 511.5, -0.5)" ] }, - "execution_count": 8, - "metadata": {}, + "execution_count": 6, + "metadata": { + "bento_obj_id": "139688210384464" + }, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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" ] }, "metadata": { + "bento_obj_id": "139688209815888", "needs_background": "light" }, "output_type": "display_data" @@ -310,9 +305,9 @@ "bento/extensions/theme/main.css": true }, "kernelspec": { - "display_name": "Python 3", + "display_name": "pytorch3d (local)", "language": "python", - "name": "python3" + "name": "pytorch3d_local" }, "language_info": { "codemirror_mode": { diff --git a/pytorch3d/csrc/rasterize_meshes/rasterize_meshes.cu b/pytorch3d/csrc/rasterize_meshes/rasterize_meshes.cu index 0b9adaf5..47f0664e 100644 --- a/pytorch3d/csrc/rasterize_meshes/rasterize_meshes.cu +++ b/pytorch3d/csrc/rasterize_meshes/rasterize_meshes.cu @@ -556,18 +556,16 @@ __global__ void RasterizeMeshesCoarseCudaKernel( // PixToNdc gives the location of the center of each pixel, so we // need to add/subtract a half pixel to get the true extent of the bin. // Reverse ordering of Y axis so that +Y is upwards in the image. - const int yidx = num_bins - by; - const float bin_y_max = PixToNdc(yidx * bin_size - 1, H) + half_pix; - const float bin_y_min = PixToNdc((yidx - 1) * bin_size, H) - half_pix; - + const float bin_y_min = PixToNdc(by * bin_size, H) - half_pix; + const float bin_y_max = PixToNdc((by + 1) * bin_size - 1, H) + half_pix; const bool y_overlap = (ymin <= bin_y_max) && (bin_y_min < ymax); for (int bx = 0; bx < num_bins; ++bx) { // X coordinate of the left and right of the bin. // Reverse ordering of x axis so that +X is left. - const int xidx = num_bins - bx; - const float bin_x_max = PixToNdc(xidx * bin_size - 1, W) + half_pix; - const float bin_x_min = PixToNdc((xidx - 1) * bin_size, W) - half_pix; + const float bin_x_max = + PixToNdc((bx + 1) * bin_size - 1, W) + half_pix; + const float bin_x_min = PixToNdc(bx * bin_size, W) - half_pix; const bool x_overlap = (xmin <= bin_x_max) && (bin_x_min < xmax); if (y_overlap && x_overlap) { @@ -629,6 +627,7 @@ torch::Tensor RasterizeMeshesCoarseCuda( const int N = num_faces_per_mesh.size(0); const int num_bins = 1 + (image_size - 1) / bin_size; // Divide round up. const int M = max_faces_per_bin; + if (num_bins >= 22) { std::stringstream ss; ss << "Got " << num_bins << "; that's too many!"; @@ -702,13 +701,8 @@ __global__ void RasterizeMeshesFineCudaKernel( if (yi >= H || xi >= W) continue; - // Reverse ordering of the X and Y axis so that - // in the image +Y is pointing up and +X is pointing left. - const int yidx = H - 1 - yi; - const int xidx = W - 1 - xi; - - const float xf = PixToNdc(xidx, W); - const float yf = PixToNdc(yidx, H); + const float xf = PixToNdc(xi, W); + const float yf = PixToNdc(yi, H); const float2 pxy = make_float2(xf, yf); // This part looks like the naive rasterization kernel, except we use @@ -743,7 +737,12 @@ __global__ void RasterizeMeshesFineCudaKernel( // output for the current pixel. // TODO: make sorting an option as only top k is needed, not sorted values. BubbleSort(q, q_size); - const int pix_idx = n * H * W * K + yi * H * K + xi * K; + + // Reverse ordering of the X and Y axis so that + // in the image +Y is pointing up and +X is pointing left. + const int yidx = H - 1 - yi; + const int xidx = W - 1 - xi; + const int pix_idx = n * H * W * K + yidx * H * K + xidx * K; for (int k = 0; k < q_size; k++) { face_idxs[pix_idx + k] = q[k].idx; zbuf[pix_idx + k] = q[k].z; diff --git a/pytorch3d/csrc/rasterize_meshes/rasterize_meshes_cpu.cpp b/pytorch3d/csrc/rasterize_meshes/rasterize_meshes_cpu.cpp index 90ccfec4..dd810d35 100644 --- a/pytorch3d/csrc/rasterize_meshes/rasterize_meshes_cpu.cpp +++ b/pytorch3d/csrc/rasterize_meshes/rasterize_meshes_cpu.cpp @@ -430,13 +430,13 @@ torch::Tensor RasterizeMeshesCoarseCpu( const int face_stop_idx = (face_start_idx + num_faces_per_mesh[n].item().to()); - float bin_y_max = 1.0f; - float bin_y_min = bin_y_max - bin_width; + float bin_y_min = -1.0f; + float bin_y_max = bin_y_min + bin_width; // Iterate through the horizontal bins from top to bottom. for (int by = 0; by < BH; ++by) { - float bin_x_max = 1.0f; - float bin_x_min = bin_x_max - bin_width; + float bin_x_min = -1.0f; + float bin_x_max = bin_x_min + bin_width; // Iterate through bins on this horizontal line, left to right. for (int bx = 0; bx < BW; ++bx) { @@ -473,13 +473,13 @@ torch::Tensor RasterizeMeshesCoarseCpu( } } - // Shift the bin to the left for the next loop iteration. - bin_x_max = bin_x_min; - bin_x_min = bin_x_min - bin_width; + // Shift the bin to the right for the next loop iteration + bin_x_min = bin_x_max; + bin_x_max = bin_x_min + bin_width; } - // Shift the bin down for the next loop iteration. - bin_y_max = bin_y_min; - bin_y_min = bin_y_min - bin_width; + // Shift the bin down for the next loop iteration + bin_y_min = bin_y_max; + bin_y_max = bin_y_min + bin_width; } } return bin_faces; diff --git a/pytorch3d/csrc/rasterize_points/rasterize_points.cu b/pytorch3d/csrc/rasterize_points/rasterize_points.cu index 542d0c86..4323a53b 100644 --- a/pytorch3d/csrc/rasterize_points/rasterize_points.cu +++ b/pytorch3d/csrc/rasterize_points/rasterize_points.cu @@ -95,7 +95,8 @@ __global__ void RasterizePointsNaiveCudaKernel( const int n = i / (S * S); // Batch index const int pix_idx = i % (S * S); - // Reverse ordering of X and Y axes. + // Reverse ordering of the X and Y axis as the camera coordinates + // assume that +Y is pointing up and +X is pointing left. const int yi = S - 1 - pix_idx / S; const int xi = S - 1 - pix_idx % S; @@ -260,23 +261,20 @@ __global__ void RasterizePointsCoarseCudaKernel( // Get y extent for the bin. PixToNdc gives us the location of // the center of each pixel, so we need to add/subtract a half // pixel to get the true extent of the bin. - // Reverse ordering of Y axis so that +Y is upwards in the image. - const int yidx = num_bins - by; - const float bin_y_max = PixToNdc(yidx * bin_size - 1, S) + half_pix; - const float bin_y_min = PixToNdc((yidx - 1) * bin_size, S) - half_pix; + const float by0 = PixToNdc(by * bin_size, S) - half_pix; + const float by1 = PixToNdc((by + 1) * bin_size - 1, S) + half_pix; + const bool y_overlap = (py0 <= by1) && (by0 <= py1); - const bool y_overlap = (py0 <= bin_y_max) && (bin_y_min <= py1); if (!y_overlap) { continue; } for (int bx = 0; bx < num_bins; ++bx) { // Get x extent for the bin; again we need to adjust the // output of PixToNdc by half a pixel. - // Reverse ordering of x axis so that +X is left. - const int xidx = num_bins - bx; - const float bin_x_max = PixToNdc(xidx * bin_size - 1, S) + half_pix; - const float bin_x_min = PixToNdc((xidx - 1) * bin_size, S) - half_pix; - const bool x_overlap = (px0 <= bin_x_max) && (bin_x_min <= px1); + const float bx0 = PixToNdc(bx * bin_size, S) - half_pix; + const float bx1 = PixToNdc((bx + 1) * bin_size - 1, S) + half_pix; + const bool x_overlap = (px0 <= bx1) && (bx0 <= px1); + if (x_overlap) { binmask.set(by, bx, p); } @@ -330,6 +328,7 @@ torch::Tensor RasterizePointsCoarseCuda( const int N = num_points_per_cloud.size(0); const int num_bins = 1 + (image_size - 1) / bin_size; // divide round up const int M = max_points_per_bin; + if (points.ndimension() != 2 || points.size(1) != 3) { AT_ERROR("points must have dimensions (num_points, 3)"); } @@ -346,6 +345,7 @@ torch::Tensor RasterizePointsCoarseCuda( const size_t shared_size = num_bins * num_bins * chunk_size / 8; const size_t blocks = 64; const size_t threads = 512; + RasterizePointsCoarseCudaKernel<<>>( points.contiguous().data_ptr(), cloud_to_packed_first_idx.contiguous().data_ptr(), @@ -372,7 +372,7 @@ __global__ void RasterizePointsFineCudaKernel( const float radius, const int bin_size, const int N, - const int B, + const int B, // num_bins const int M, const int S, const int K, @@ -397,19 +397,15 @@ __global__ void RasterizePointsFineCudaKernel( i %= B * bin_size * bin_size; const int bx = i / (bin_size * bin_size); i %= bin_size * bin_size; + const int yi = i / bin_size + by * bin_size; const int xi = i % bin_size + bx * bin_size; if (yi >= S || xi >= S) continue; - // Reverse ordering of the X and Y axis so that - // in the image +Y is pointing up and +X is pointing left. - const int yidx = S - 1 - yi; - const int xidx = S - 1 - xi; - - const float xf = PixToNdc(xidx, S); - const float yf = PixToNdc(yidx, S); + const float xf = PixToNdc(xi, S); + const float yf = PixToNdc(yi, S); // This part looks like the naive rasterization kernel, except we use // bin_points to only look at a subset of points already known to fall @@ -431,7 +427,13 @@ __global__ void RasterizePointsFineCudaKernel( // Now we've looked at all the points for this bin, so we can write // output for the current pixel. BubbleSort(q, q_size); - const int pix_idx = n * S * S * K + yi * S * K + xi * K; + + // Reverse ordering of the X and Y axis as the camera coordinates + // assume that +Y is pointing up and +X is pointing left. + const int yidx = S - 1 - yi; + const int xidx = S - 1 - xi; + + const int pix_idx = n * S * S * K + yidx * S * K + xidx * K; for (int k = 0; k < q_size; ++k) { point_idxs[pix_idx + k] = q[k].idx; zbuf[pix_idx + k] = q[k].z; @@ -448,7 +450,7 @@ std::tuple RasterizePointsFineCuda( const int bin_size, const int points_per_pixel) { const int N = bin_points.size(0); - const int B = bin_points.size(1); + const int B = bin_points.size(1); // num_bins const int M = bin_points.size(3); const int S = image_size; const int K = points_per_pixel; diff --git a/pytorch3d/csrc/rasterize_points/rasterize_points_cpu.cpp b/pytorch3d/csrc/rasterize_points/rasterize_points_cpu.cpp index dc30540c..21aa68fa 100644 --- a/pytorch3d/csrc/rasterize_points/rasterize_points_cpu.cpp +++ b/pytorch3d/csrc/rasterize_points/rasterize_points_cpu.cpp @@ -125,13 +125,13 @@ torch::Tensor RasterizePointsCoarseCpu( const int point_stop_idx = (point_start_idx + num_points_per_cloud[n].item().to()); - float bin_y_max = 1.0f; - float bin_y_min = bin_y_max - bin_width; + float bin_y_min = -1.0f; + float bin_y_max = bin_y_min + bin_width; // Iterate through the horizontal bins from top to bottom. for (int by = 0; by < B; by++) { - float bin_x_max = 1.0f; - float bin_x_min = bin_x_max - bin_width; + float bin_x_min = -1.0f; + float bin_x_max = bin_x_min + bin_width; // Iterate through bins on this horizontal line, left to right. for (int bx = 0; bx < B; bx++) { @@ -166,13 +166,13 @@ torch::Tensor RasterizePointsCoarseCpu( // Record the number of points found in this bin points_per_bin_a[n][by][bx] = points_hit; - // Shift the bin to the left for the next loop iteration. - bin_x_max = bin_x_min; - bin_x_min = bin_x_min - bin_width; + // Shift the bin to the right for the next loop iteration + bin_x_min = bin_x_max; + bin_x_max = bin_x_min + bin_width; } - // Shift the bin down for the next loop iteration. - bin_y_max = bin_y_min; - bin_y_min = bin_y_min - bin_width; + // Shift the bin down for the next loop iteration + bin_y_min = bin_y_max; + bin_y_max = bin_y_min + bin_width; } } return bin_points; diff --git a/pytorch3d/renderer/mesh/rasterize_meshes.py b/pytorch3d/renderer/mesh/rasterize_meshes.py index 34079a5c..e72a9596 100644 --- a/pytorch3d/renderer/mesh/rasterize_meshes.py +++ b/pytorch3d/renderer/mesh/rasterize_meshes.py @@ -9,7 +9,7 @@ from pytorch3d import _C # TODO make the epsilon user configurable -kEpsilon = 1e-30 +kEpsilon = 1e-8 def rasterize_meshes( diff --git a/pytorch3d/renderer/points/rasterizer.py b/pytorch3d/renderer/points/rasterizer.py index 2eb39c50..a732eccb 100644 --- a/pytorch3d/renderer/points/rasterizer.py +++ b/pytorch3d/renderer/points/rasterizer.py @@ -19,12 +19,28 @@ class PointFragments(NamedTuple): # Class to store the point rasterization params with defaults -class PointsRasterizationSettings(NamedTuple): - image_size: int = 256 - radius: float = 0.01 - points_per_pixel: int = 8 - bin_size: Optional[int] = None - max_points_per_bin: Optional[int] = None +class PointsRasterizationSettings: + __slots__ = [ + "image_size", + "radius", + "points_per_pixel", + "bin_size", + "max_points_per_bin", + ] + + def __init__( + self, + image_size: int = 256, + radius: float = 0.01, + points_per_pixel: int = 8, + bin_size: Optional[int] = None, + max_points_per_bin: Optional[int] = None, + ): + self.image_size = image_size + self.radius = radius + self.points_per_pixel = points_per_pixel + self.bin_size = bin_size + self.max_points_per_bin = max_points_per_bin class PointsRasterizer(nn.Module): diff --git a/tests/common_testing.py b/tests/common_testing.py index 141e28af..ac3855d0 100644 --- a/tests/common_testing.py +++ b/tests/common_testing.py @@ -1,10 +1,20 @@ # Copyright (c) Facebook, Inc. and its affiliates. All rights reserved. import unittest +from pathlib import Path from typing import Callable, Optional, Union import numpy as np import torch +from PIL import Image + + +def load_rgb_image(filename: str, data_dir: Union[str, Path]): + filepath = data_dir / filename + with Image.open(filepath) as raw_image: + image = torch.from_numpy(np.array(raw_image) / 255.0) + image = image.to(dtype=torch.float32) + return image[..., :3] TensorOrArray = Union[torch.Tensor, np.ndarray] diff --git a/tests/data/test_bridge_pointcloud.png b/tests/data/test_bridge_pointcloud.png new file mode 100644 index 00000000..be76dea6 Binary files /dev/null and b/tests/data/test_bridge_pointcloud.png differ diff --git a/tests/data/test_simple_pointcloud_sphere.png b/tests/data/test_simple_pointcloud_sphere.png new file mode 100644 index 00000000..aae845c7 Binary files /dev/null and b/tests/data/test_simple_pointcloud_sphere.png differ diff --git a/tests/test_rasterize_meshes.py b/tests/test_rasterize_meshes.py index 64090058..69844d93 100644 --- a/tests/test_rasterize_meshes.py +++ b/tests/test_rasterize_meshes.py @@ -896,10 +896,10 @@ class TestRasterizeMeshes(TestCaseMixin, unittest.TestCase): torch.ones((1, 2, 2, max_faces_per_bin), dtype=torch.int32, device=device) * -1 ) - bin_faces_expected[0, 0, 0, 0] = torch.tensor([1]) - bin_faces_expected[0, 1, 0, 0:2] = torch.tensor([1, 2]) - bin_faces_expected[0, 0, 1, 0:2] = torch.tensor([0, 1]) bin_faces_expected[0, 1, 1, 0] = torch.tensor([1]) + bin_faces_expected[0, 0, 1, 0:2] = torch.tensor([1, 2]) + bin_faces_expected[0, 1, 0, 0:2] = torch.tensor([0, 1]) + bin_faces_expected[0, 0, 0, 0] = torch.tensor([1]) # +Y up, +X left, +Z in bin_faces = _C._rasterize_meshes_coarse( @@ -911,7 +911,7 @@ class TestRasterizeMeshes(TestCaseMixin, unittest.TestCase): bin_size, max_faces_per_bin, ) - # Flip x and y axis of output before comparing to expected + bin_faces_same = (bin_faces.squeeze() == bin_faces_expected).all() self.assertTrue(bin_faces_same.item() == 1) diff --git a/tests/test_rasterize_points.py b/tests/test_rasterize_points.py index f10bca40..0230d164 100644 --- a/tests/test_rasterize_points.py +++ b/tests/test_rasterize_points.py @@ -434,23 +434,21 @@ class TestRasterizePoints(TestCaseMixin, unittest.TestCase): def _test_coarse_rasterize(self, device): # - # Note that +Y is up and +X is left in the diagram below. # - # (4) |2 - # | - # | - # | - # |1 - # | - # (1) | - # | (2) - # ____________(0)__(5)___________________ - # 2 1 | -1 -2 - # | - # (3) | - # | - # |-1 - # | + # |2 (4) + # | + # | + # | + # |1 + # | + # | (1) + # (2)| + # _________(5)___(0)_______________ + # -1 | 1 2 + # | + # | (3) + # | + # |-1 # # Locations of the points are shown by o. The screen bounding box # is between [-1, 1] in both the x and y directions. @@ -486,9 +484,9 @@ class TestRasterizePoints(TestCaseMixin, unittest.TestCase): # fit in one chunk. This will the the case for this small example, but # to properly exercise coordianted writes among multiple chunks we need # to use a bigger test case. - bin_points_expected[0, 1, 0, :2] = torch.tensor([0, 3]) - bin_points_expected[0, 0, 1, 0] = torch.tensor([2]) - bin_points_expected[0, 0, 0, :2] = torch.tensor([0, 1]) + bin_points_expected[0, 0, 1, :2] = torch.tensor([0, 3]) + bin_points_expected[0, 1, 0, 0] = torch.tensor([2]) + bin_points_expected[0, 1, 1, :2] = torch.tensor([0, 1]) pointclouds = Pointclouds(points=[points]) args = ( @@ -502,4 +500,5 @@ class TestRasterizePoints(TestCaseMixin, unittest.TestCase): ) bin_points = _C._rasterize_points_coarse(*args) bin_points_same = (bin_points == bin_points_expected).all() + self.assertTrue(bin_points_same.item() == 1) diff --git a/tests/test_rendering_meshes.py b/tests/test_render_meshes.py similarity index 76% rename from tests/test_rendering_meshes.py rename to tests/test_render_meshes.py index 2cde664d..000ad679 100644 --- a/tests/test_rendering_meshes.py +++ b/tests/test_render_meshes.py @@ -9,6 +9,7 @@ from pathlib import Path import numpy as np import torch +from common_testing import TestCaseMixin, load_rgb_image from PIL import Image from pytorch3d.io import load_objs_as_meshes from pytorch3d.renderer.cameras import OpenGLPerspectiveCameras, look_at_view_transform @@ -35,15 +36,7 @@ DEBUG = False DATA_DIR = Path(__file__).resolve().parent / "data" -def load_rgb_image(filename, data_dir=DATA_DIR): - filepath = data_dir / filename - with Image.open(filepath) as raw_image: - image = torch.from_numpy(np.array(raw_image) / 255.0) - image = image.to(dtype=torch.float32) - return image[..., :3] - - -class TestRenderingMeshes(unittest.TestCase): +class TestRenderMeshes(TestCaseMixin, unittest.TestCase): def test_simple_sphere(self, elevated_camera=False): """ Test output of phong and gouraud shading matches a reference image using @@ -81,7 +74,7 @@ class TestRenderingMeshes(unittest.TestCase): lights.location = torch.tensor([0.0, 0.0, +2.0], device=device)[None] raster_settings = RasterizationSettings( - image_size=512, blur_radius=0.0, faces_per_pixel=1, bin_size=0 + image_size=512, blur_radius=0.0, faces_per_pixel=1 ) rasterizer = MeshRasterizer(cameras=cameras, raster_settings=raster_settings) @@ -96,14 +89,14 @@ class TestRenderingMeshes(unittest.TestCase): renderer = MeshRenderer(rasterizer=rasterizer, shader=shader) images = renderer(sphere_mesh) filename = "simple_sphere_light_%s%s.png" % (name, postfix) - image_ref = load_rgb_image("test_%s" % filename) + image_ref = load_rgb_image("test_%s" % filename, DATA_DIR) rgb = images[0, ..., :3].squeeze().cpu() if DEBUG: - filename = "DEBUG_" % filename + filename = "DEBUG_%s" % filename Image.fromarray((rgb.numpy() * 255).astype(np.uint8)).save( DATA_DIR / filename ) - self.assertTrue(torch.allclose(rgb, image_ref, atol=0.05)) + self.assertClose(rgb, image_ref, atol=0.05) ######################################################## # Move the light to the +z axis in world space so it is @@ -124,8 +117,10 @@ class TestRenderingMeshes(unittest.TestCase): ) # Load reference image - image_ref_phong_dark = load_rgb_image("test_simple_sphere_dark%s.png" % postfix) - self.assertTrue(torch.allclose(rgb, image_ref_phong_dark, atol=0.05)) + image_ref_phong_dark = load_rgb_image( + "test_simple_sphere_dark%s.png" % postfix, DATA_DIR + ) + self.assertClose(rgb, image_ref_phong_dark, atol=0.05) def test_simple_sphere_elevated_camera(self): """ @@ -160,7 +155,7 @@ class TestRenderingMeshes(unittest.TestCase): R, T = look_at_view_transform(dist, elev, azim) cameras = OpenGLPerspectiveCameras(device=device, R=R, T=T) raster_settings = RasterizationSettings( - image_size=512, blur_radius=0.0, faces_per_pixel=1, bin_size=0 + image_size=512, blur_radius=0.0, faces_per_pixel=1 ) # Init shader settings @@ -179,10 +174,12 @@ class TestRenderingMeshes(unittest.TestCase): shader = shader_init(lights=lights, cameras=cameras, materials=materials) renderer = MeshRenderer(rasterizer=rasterizer, shader=shader) images = renderer(sphere_meshes) - image_ref = load_rgb_image("test_simple_sphere_light_%s.png" % name) + image_ref = load_rgb_image( + "test_simple_sphere_light_%s.png" % name, DATA_DIR + ) for i in range(batch_size): rgb = images[i, ..., :3].squeeze().cpu() - self.assertTrue(torch.allclose(rgb, image_ref, atol=0.05)) + self.assertClose(rgb, image_ref, atol=0.05) def test_silhouette_with_grad(self): """ @@ -200,7 +197,6 @@ class TestRenderingMeshes(unittest.TestCase): image_size=512, blur_radius=np.log(1.0 / 1e-4 - 1.0) * blend_params.sigma, faces_per_pixel=80, - bin_size=0, ) # Init rasterizer settings @@ -222,7 +218,7 @@ class TestRenderingMeshes(unittest.TestCase): with Image.open(image_ref_filename) as raw_image_ref: image_ref = torch.from_numpy(np.array(raw_image_ref)) image_ref = image_ref.to(dtype=torch.float32) / 255.0 - self.assertTrue(torch.allclose(alpha, image_ref, atol=0.055)) + self.assertClose(alpha, image_ref, atol=0.055) # Check grad exist verts.requires_grad = True @@ -237,8 +233,8 @@ class TestRenderingMeshes(unittest.TestCase): The pupils in the eyes of the cow should always be looking to the left. """ device = torch.device("cuda:0") - DATA_DIR = Path(__file__).resolve().parent.parent / "docs/tutorials/data" - obj_filename = DATA_DIR / "cow_mesh/cow.obj" + obj_dir = Path(__file__).resolve().parent.parent / "docs/tutorials/data" + obj_filename = obj_dir / "cow_mesh/cow.obj" # Load mesh + texture mesh = load_objs_as_meshes([obj_filename], device=device) @@ -247,7 +243,7 @@ class TestRenderingMeshes(unittest.TestCase): R, T = look_at_view_transform(2.7, 0, 0) cameras = OpenGLPerspectiveCameras(device=device, R=R, T=T) raster_settings = RasterizationSettings( - image_size=512, blur_radius=0.0, faces_per_pixel=1, bin_size=0 + image_size=512, blur_radius=0.0, faces_per_pixel=1 ) # Init shader settings @@ -265,22 +261,26 @@ class TestRenderingMeshes(unittest.TestCase): lights=lights, cameras=cameras, materials=materials ), ) - images = renderer(mesh) - rgb = images[0, ..., :3].squeeze().cpu() # Load reference image - image_ref = load_rgb_image("test_texture_map_back.png") + image_ref = load_rgb_image("test_texture_map_back.png", DATA_DIR) - if DEBUG: - Image.fromarray((rgb.numpy() * 255).astype(np.uint8)).save( - DATA_DIR / "DEBUG_texture_map_back.png" - ) + for bin_size in [0, None]: + # Check both naive and coarse to fine produce the same output. + renderer.rasterizer.raster_settings.bin_size = bin_size + images = renderer(mesh) + rgb = images[0, ..., :3].squeeze().cpu() - # NOTE some pixels can be flaky and will not lead to - # `cond1` being true. Add `cond2` and check `cond1 or cond2` - cond1 = torch.allclose(rgb, image_ref, atol=0.05) - cond2 = ((rgb - image_ref).abs() > 0.05).sum() < 5 - self.assertTrue(cond1 or cond2) + if DEBUG: + Image.fromarray((rgb.numpy() * 255).astype(np.uint8)).save( + DATA_DIR / "DEBUG_texture_map_back.png" + ) + + # NOTE some pixels can be flaky and will not lead to + # `cond1` being true. Add `cond2` and check `cond1 or cond2` + cond1 = torch.allclose(rgb, image_ref, atol=0.05) + cond2 = ((rgb - image_ref).abs() > 0.05).sum() < 5 + self.assertTrue(cond1 or cond2) # Check grad exists [verts] = mesh.verts_list() @@ -299,16 +299,27 @@ class TestRenderingMeshes(unittest.TestCase): # Move light to the front of the cow in world space lights.location = torch.tensor([0.0, 0.0, -2.0], device=device)[None] - images = renderer(mesh, cameras=cameras, lights=lights) - rgb = images[0, ..., :3].squeeze().cpu() # Load reference image - image_ref = load_rgb_image("test_texture_map_front.png") + image_ref = load_rgb_image("test_texture_map_front.png", DATA_DIR) - if DEBUG: - Image.fromarray((rgb.numpy() * 255).astype(np.uint8)).save( - DATA_DIR / "DEBUG_texture_map_front.png" - ) + for bin_size in [0, None]: + # Check both naive and coarse to fine produce the same output. + renderer.rasterizer.raster_settings.bin_size = bin_size + + images = renderer(mesh, cameras=cameras, lights=lights) + rgb = images[0, ..., :3].squeeze().cpu() + + if DEBUG: + Image.fromarray((rgb.numpy() * 255).astype(np.uint8)).save( + DATA_DIR / "DEBUG_texture_map_front.png" + ) + + # NOTE some pixels can be flaky and will not lead to + # `cond1` being true. Add `cond2` and check `cond1 or cond2` + cond1 = torch.allclose(rgb, image_ref, atol=0.05) + cond2 = ((rgb - image_ref).abs() > 0.05).sum() < 5 + self.assertTrue(cond1 or cond2) ################################# # Add blurring to rasterization @@ -320,23 +331,26 @@ class TestRenderingMeshes(unittest.TestCase): image_size=512, blur_radius=np.log(1.0 / 1e-4 - 1.0) * blend_params.sigma, faces_per_pixel=100, - bin_size=0, ) - images = renderer( - mesh.clone(), - cameras=cameras, - raster_settings=raster_settings, - blend_params=blend_params, - ) - rgb = images[0, ..., :3].squeeze().cpu() - # Load reference image - image_ref = load_rgb_image("test_blurry_textured_rendering.png") + image_ref = load_rgb_image("test_blurry_textured_rendering.png", DATA_DIR) - if DEBUG: - Image.fromarray((rgb.numpy() * 255).astype(np.uint8)).save( - DATA_DIR / "DEBUG_blurry_textured_rendering.png" + for bin_size in [0, None]: + # Check both naive and coarse to fine produce the same output. + renderer.rasterizer.raster_settings.bin_size = bin_size + + images = renderer( + mesh.clone(), + cameras=cameras, + raster_settings=raster_settings, + blend_params=blend_params, ) + rgb = images[0, ..., :3].squeeze().cpu() - self.assertTrue(torch.allclose(rgb, image_ref, atol=0.05)) + if DEBUG: + Image.fromarray((rgb.numpy() * 255).astype(np.uint8)).save( + DATA_DIR / "DEBUG_blurry_textured_rendering.png" + ) + + self.assertClose(rgb, image_ref, atol=0.05) diff --git a/tests/test_render_points.py b/tests/test_render_points.py new file mode 100644 index 00000000..0220fa73 --- /dev/null +++ b/tests/test_render_points.py @@ -0,0 +1,173 @@ +# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved. + + +""" +Sanity checks for output images from the pointcloud renderer. +""" +import unittest +import warnings +from os import path +from pathlib import Path + +import numpy as np +import torch +from common_testing import TestCaseMixin, load_rgb_image +from PIL import Image +from pytorch3d.renderer.cameras import ( + OpenGLOrthographicCameras, + OpenGLPerspectiveCameras, + look_at_view_transform, +) +from pytorch3d.renderer.points import ( + AlphaCompositor, + NormWeightedCompositor, + PointsRasterizationSettings, + PointsRasterizer, + PointsRenderer, +) +from pytorch3d.structures.pointclouds import Pointclouds +from pytorch3d.utils.ico_sphere import ico_sphere + + +# If DEBUG=True, save out images generated in the tests for debugging. +# All saved images have prefix DEBUG_ +DEBUG = False +DATA_DIR = Path(__file__).resolve().parent / "data" + + +class TestRenderPoints(TestCaseMixin, unittest.TestCase): + def test_simple_sphere(self): + device = torch.device("cuda:0") + sphere_mesh = ico_sphere(1, device) + verts_padded = sphere_mesh.verts_padded() + # Shift vertices to check coordinate frames are correct. + verts_padded[..., 1] += 0.2 + verts_padded[..., 0] += 0.2 + pointclouds = Pointclouds( + points=verts_padded, features=torch.ones_like(verts_padded) + ) + R, T = look_at_view_transform(2.7, 0.0, 0.0) + cameras = OpenGLPerspectiveCameras(device=device, R=R, T=T) + raster_settings = PointsRasterizationSettings( + image_size=256, radius=5e-2, points_per_pixel=1 + ) + rasterizer = PointsRasterizer(cameras=cameras, raster_settings=raster_settings) + compositor = NormWeightedCompositor() + renderer = PointsRenderer(rasterizer=rasterizer, compositor=compositor) + + # Load reference image + filename = "simple_pointcloud_sphere.png" + image_ref = load_rgb_image("test_%s" % filename, DATA_DIR) + + for bin_size in [0, None]: + # Check both naive and coarse to fine produce the same output. + renderer.rasterizer.raster_settings.bin_size = bin_size + images = renderer(pointclouds) + rgb = images[0, ..., :3].squeeze().cpu() + if DEBUG: + filename = "DEBUG_%s" % filename + Image.fromarray((rgb.numpy() * 255).astype(np.uint8)).save( + DATA_DIR / filename + ) + self.assertClose(rgb, image_ref) + + def test_pointcloud_with_features(self): + device = torch.device("cuda:0") + file_dir = Path(__file__).resolve().parent.parent / "docs/tutorials/data" + pointcloud_filename = file_dir / "PittsburghBridge/pointcloud.npz" + + # Note, this file is too large to check in to the repo. + # Download the file to run the test locally. + if not path.exists(pointcloud_filename): + url = "https://dl.fbaipublicfiles.com/pytorch3d/data/PittsburghBridge/pointcloud.npz" + msg = ( + "pointcloud.npz not found, download from %s, save it at the path %s, and rerun" + % (url, pointcloud_filename) + ) + warnings.warn(msg) + return True + + # Load point cloud + pointcloud = np.load(pointcloud_filename) + verts = torch.Tensor(pointcloud["verts"]).to(device) + rgb_feats = torch.Tensor(pointcloud["rgb"]).to(device) + + verts.requires_grad = True + rgb_feats.requires_grad = True + point_cloud = Pointclouds(points=[verts], features=[rgb_feats]) + + R, T = look_at_view_transform(20, 10, 0) + cameras = OpenGLOrthographicCameras(device=device, R=R, T=T, znear=0.01) + + raster_settings = PointsRasterizationSettings( + # Set image_size so it is not a multiple of 16 (min bin_size) + # in order to confirm that there are no errors in coarse rasterization. + image_size=500, + radius=0.003, + points_per_pixel=10, + ) + + renderer = PointsRenderer( + rasterizer=PointsRasterizer( + cameras=cameras, raster_settings=raster_settings + ), + compositor=AlphaCompositor(), + ) + + images = renderer(point_cloud) + + # Load reference image + filename = "bridge_pointcloud.png" + image_ref = load_rgb_image("test_%s" % filename, DATA_DIR) + + for bin_size in [0, None]: + # Check both naive and coarse to fine produce the same output. + renderer.rasterizer.raster_settings.bin_size = bin_size + images = renderer(point_cloud) + rgb = images[0, ..., :3].squeeze().cpu() + if DEBUG: + filename = "DEBUG_%s" % filename + Image.fromarray((rgb.detach().numpy() * 255).astype(np.uint8)).save( + DATA_DIR / filename + ) + self.assertClose(rgb, image_ref, atol=0.015) + + # Check grad exists. + grad_images = torch.randn_like(images) + images.backward(grad_images) + self.assertIsNotNone(verts.grad) + self.assertIsNotNone(rgb_feats.grad) + + def test_simple_sphere_batched(self): + device = torch.device("cuda:0") + sphere_mesh = ico_sphere(1, device) + verts_padded = sphere_mesh.verts_padded() + verts_padded[..., 1] += 0.2 + verts_padded[..., 0] += 0.2 + pointclouds = Pointclouds( + points=verts_padded, features=torch.ones_like(verts_padded) + ) + batch_size = 20 + pointclouds = pointclouds.extend(batch_size) + R, T = look_at_view_transform(2.7, 0.0, 0.0) + cameras = OpenGLPerspectiveCameras(device=device, R=R, T=T) + raster_settings = PointsRasterizationSettings( + image_size=256, radius=5e-2, points_per_pixel=1 + ) + rasterizer = PointsRasterizer(cameras=cameras, raster_settings=raster_settings) + compositor = NormWeightedCompositor() + renderer = PointsRenderer(rasterizer=rasterizer, compositor=compositor) + + # Load reference image + filename = "simple_pointcloud_sphere.png" + image_ref = load_rgb_image("test_%s" % filename, DATA_DIR) + + images = renderer(pointclouds) + for i in range(batch_size): + rgb = images[i, ..., :3].squeeze().cpu() + if i == 0 and DEBUG: + filename = "DEBUG_%s" % filename + Image.fromarray((rgb.numpy() * 255).astype(np.uint8)).save( + DATA_DIR / filename + ) + self.assertClose(rgb, image_ref)