Proofreading and editing pass

Summary: Created from CodeHub with https://fburl.com/edit-in-codehub

Reviewed By: una-dinosauria

Differential Revision: D58369133

fbshipit-source-id: cf6a0e4710be579f60f6d569d23c50183dfd6018

README.md

-# DRTK - Differentiable Rendering Toolkit
+# DRTK – Differentiable Rendering Toolkit
 
 This package is a PyTorch library that provides functionality for differentiable rasterization.
 
-It consists of five main components
+It consists of five main components:
 
 * **transform**
 * **rasterize**
@@ -12,17 +12,17 @@ It consists of five main components
 
 There are also optional components such as **msi** and **mipmap_grid_sampler**. New components may be added in the future.
 
-Typical flow looks like this:
+A typical flow looks like this:
 
-**transform** -> **rasterize** -> **render** -> **interpolate** -> **CUSTOM SHADING** -> **edge_grad**
+**transform** → **rasterize** → **render** → **interpolate** → **CUSTOM SHADING** → **edge_grad**
 
 where:
 - **transform**: projects the vertex positions from camera space to image space
 - **rasterize**: performs rasterization, where pixels in the output image are associated with triangles
 - **render**: computes depth and baricentric image
 - **interpolate**: interpolates arbitrary vertex attributes
-- **CUSTOM SHADING**: user implemented shading.
-- **edge_grad**: special module that computes gradients for the **rasterize** step which is not differentiable on its own. For details please see [**Rasterized Edge Gradients: Handling Discontinuities Differentiably**](https://arxiv.org/abs/2405.02508)
+- **CUSTOM SHADING**: user implemented shading
+- **edge_grad**: special module that computes gradients for the **rasterize** step, which is not differentiable on its own. For details, please see [**Rasterized Edge Gradients: Handling Discontinuities Differentiably**](https://arxiv.org/abs/2405.02508)
 
 ## Hello Triangle
 The "Hello Triangle" with DRTK would look like this:
@@ -74,14 +74,15 @@ python setup.py build_ext --inplace -j 1
 See the [CONTRIBUTING](CONTRIBUTING.md) file for how to help out.
 
 ## License
-DRTK is CC-BY-NC 4.0 licensed, as found in the LICENSE file.
+DRTK is CC-BY-NC 4.0 licensed, as found in the [LICENSE](LICENSE) file.
 
 ## Citation
-```
-@article{pidhorskyi2024rasterized,
-  title={Rasterized Edge Gradients: Handling Discontinuities Differentiably},
-  author={Pidhorskyi, Stanislav and Simon, Tomas and Schwartz, Gabriel and Wen, He and Sheikh, Yaser and Saragih, Jason},
-  journal={arXiv preprint arXiv:2405.02508},
-  year={2024}
+```bibtex
+@mish{pidhorskyi2024rasterized,
+  title        = {Rasterized Edge Gradients: Handling Discontinuities Differentiably},
+  author       = {Pidhorskyi, Stanislav and Simon, Tomas and Schwartz, Gabriel and Wen, He and Sheikh, Yaser and Saragih, Jason},
+  howpublished = {arXiv preprint},
+  year         = {2024},
+  note         = {arXiv:2405.02508}
 }
 ```