Wording fixes

README.md

@@ -36,12 +36,12 @@ language:
 pipeline_tag: text-to-image
 ---
 
-# Stable Diffusion 3.5 Large Controlnet - Depth
+# Stable Diffusion 3.5 Large Controlnet - Canny
 ![ControlNet Demo Image](header.png)
 
 ## Model
 
-This repository provides the Depth ControlNet [Stable Diffusion 3.5 Large.](https://stability.ai/news/introducing-stable-diffusion-3-5).
+This repository provides the Canny ControlNet for [Stable Diffusion 3.5 Large.](https://stability.ai/news/introducing-stable-diffusion-3-5).
 
 Please note: This model is released under the [Stability Community License](https://stability.ai/community-license-agreement). Visit [Stability AI](https://stability.ai/license) to learn or [contact us](https://stability.ai/enterprise) for commercial licensing details.
 
@@ -67,7 +67,7 @@ pip install -r requirements.txt
 Then, download the models and sample images like so:
 
 ```
-input/canny.png
+input/sample_cond.png
 models/clip_g.safetensors
 models/clip_l.safetensors
 models/t5xxl.safetensors
@@ -77,7 +77,7 @@ models/canny_8b.safetensors
 
 and then you can run
 ```
-python sd3_infer.py --controlnet_ckpt models/depth_8b.safetensors --controlnet_cond_image input/depth.png --prompt "An adorable fluffy pastel creature"
+python sd3_infer.py --controlnet_ckpt models/canny_8b.safetensors --controlnet_cond_image sample_cond.png --prompt "An adorable fluffy pastel creature"
 ```
 
 Which should give you an image like below: