diff --git a/README.md b/README.md
index 8c735e8..9563f80 100644
--- a/README.md
+++ b/README.md
@@ -4,6 +4,7 @@
 - [Setup](#setup)
   - [Easy RunPod Instructions](#easy-runpod-instructions)
   - [Vast.AI Setup](#vast-ai-setup)
+- [Textual Inversion vs. Dreambooth](#text-vs-dreamb)
 - [Using the Generated Model](#using-the-generated-model)
 - [Debugging Your Results](#debugging-your-results)
   - [They don't look like you at all!](#they-dont-look-like-you)
@@ -12,7 +13,7 @@
 - [Hugging Face Diffusers](#hugging-face-diffusers)
 
 # The Repo Formerly Known As "Dreambooth"
-## ...but is more correctly described as "Unfrozen Model Textual Inversion for Stable Diffusion"
+## ...now more accurately described as "Unfrozen Model Textual Inversion for Stable Diffusion"
 ![image](https://user-images.githubusercontent.com/100188076/192390551-cb89364f-af57-4aed-8f3d-f9eb9b61cf95.png)
 
 ## <a name="notes-by-joe-penna"></a>  Notes by Joe Penna
@@ -85,6 +86,24 @@ Now, if you wanna try to do this... please read the warnings below first:
   - ![img.png](readme-images/vast-ai-step6-open-notebook.png)
 - Follow the instructions in the workbook and start training
 
+# <a name="text-vs-dreamb"></a>  Textual Inversion vs. Dreambooth
+The majority of the code in this repo was written by Rinon Gal et. al, the authors of the Textual Inversion research paper.
+
+A few bits about regularization images were added that we all thought were super important -- all the researchers included!
+
+...until my images were trained under the class "dog":
+<br><img src="https://media.discordapp.net/attachments/1024716296610385981/1024933960083587102/unknown.png" width="200">
+
+...and under the nonsensical class "§¶•" instead of "man" or "woman" or "person":
+<br><img src="https://media.discordapp.net/attachments/1024716296610385981/1024934146415529984/unknown.png" width="200">
+
+...and with completely blank regularization images:
+<br><img src="https://media.discordapp.net/attachments/1023293330601287711/1024933371102629898/IMG_7579.JPG" width="200">
+
+So, because regularization has no effect, this isn't Dreambooth at all.
+
+This repo is more accurately called *"Unfrozen Model Textual Inversion for Stable Diffusion"*.
+
 
 # <a name="using-the-generated-model"></a> Using the generated model
 The `ground truth` (real picture, caution: very beautiful woman)