From fb4caa3da5a0105154cc0a107b39a49b4dfe992d Mon Sep 17 00:00:00 2001
From: eigenvivek <vivekg@mit.edu>
Date: Wed, 6 Dec 2023 16:20:17 -0500
Subject: [PATCH] Update README.md

---
 README.md             | 13 +++++++------
 notebooks/index.ipynb |  8 ++++----
 2 files changed, 11 insertions(+), 10 deletions(-)

diff --git a/README.md b/README.md
index 6e0ecd3..9c0a701 100644
--- a/README.md
+++ b/README.md
@@ -16,19 +16,20 @@ black](https://img.shields.io/badge/Code%20style-black-black.svg)](https://githu
 
 ## Install
 
-This will install the dependencies listed under `requirements` in
-[`settings.ini`](https://github.com/eigenvivek/DiffPose/blob/9a522b04a739334b9ddb89f3a606ab78d80bc6f6/settings.ini#L42).
+To install `DiffPose` and the requirements in
+[`environment.yml`](https://github.com/eigenvivek/DiffPose/blob/main/environment.yml),
+run:
 
 ``` zsh
-pip install DiffPose
+pip install diffpose
 ```
 
-The source code for the differentiable X-ray renderer is available at
-[`DiffDRR`](https://github.com/eigenvivek/DiffDRR).
+The differentiable X-ray renderer that powers the backend of `DiffPose`
+is available at [`DiffDRR`](https://github.com/eigenvivek/DiffDRR).
 
 ## Datasets
 
-We evaluate `DiffPose` networks on the following datasets.
+We evaluate `DiffPose` networks on the following open-source datasets:
 
 | **Dataset**                                                                | **Anatomy**        | **\# of Subjects** | **\# of 2D Images** | **CTs** | **X-rays** | Fiducials |
 |----------------------------------------------------------------------------|--------------------|:------------------:|:-------------------:|:-------:|:----------:|:---------:|
diff --git a/notebooks/index.ipynb b/notebooks/index.ipynb
index 67bc76b..e50943f 100644
--- a/notebooks/index.ipynb
+++ b/notebooks/index.ipynb
@@ -29,13 +29,13 @@
    "source": [
     "## Install\n",
     "\n",
-    "This will install the dependencies listed under `requirements` in [`settings.ini`](https://github.com/eigenvivek/DiffPose/blob/9a522b04a739334b9ddb89f3a606ab78d80bc6f6/settings.ini#L42).\n",
+    "To install `DiffPose` and the requirements in [`environment.yml`](https://github.com/eigenvivek/DiffPose/blob/main/environment.yml), run:\n",
     "\n",
     "```zsh\n",
-    "pip install DiffPose\n",
+    "pip install diffpose\n",
     "```\n",
     "\n",
-    "The source code for the differentiable X-ray renderer is available at [`DiffDRR`](https://github.com/eigenvivek/DiffDRR)."
+    "The differentiable X-ray renderer that powers the backend of `DiffPose` is available at [`DiffDRR`](https://github.com/eigenvivek/DiffDRR)."
    ]
   },
   {
@@ -44,7 +44,7 @@
    "source": [
     "## Datasets\n",
     "\n",
-    "We evaluate `DiffPose` networks on the following datasets.\n",
+    "We evaluate `DiffPose` networks on the following open-source datasets:\n",
     "\n",
     "| **Dataset**                                                                | **Anatomy**        | **\\# of Subjects** | **\\# of 2D Images** | **CTs** | **X-rays** | Fiducials |\n",
     "|----------------------------------------------------------------------------|--------------------|:------------------:|:-------------------:|:-------:|:----------:|:---------:|\n",