Update README.md

README.md

@@ -13,7 +13,7 @@ inference: true
 ---
 
 # Caricature portraits diffusion model
-*Stable Diffusion v1.5 fine tuned on the 2D Caricature Dataset from [3D-CariGAN](https://github.com/qq775193759/3D-CariGAN) cropped to 512x512 and blip captioned
+Stable Diffusion v1.5 fine tuned on the 2D Caricature Dataset from [3D-CariGAN](https://github.com/qq775193759/3D-CariGAN) cropped to 512x512 and blip captioned
 
 If you want more details on how to generate your own blip cpationed dataset see this [colab](https://colab.research.google.com/gist/Norod/ee6ee3c4bf11c2d2be531d728ec30824/buildimagedatasetwithblipcaptionsanduploadtohf.ipynb)
 
@@ -27,7 +27,7 @@ Put in a text prompt and generate caricatures
 
 The [main](https://huggingface.co/Norod78/sd15-caricature-portraits-blip-captions/tree/main) folder contains a .safetensors file to be put in [stable-diffusion-webui](https://github.com/AUTOMATIC1111/stable-diffusion-webui) "stable-diffusion-webui/models/Stable-diffusion" folder and used to generate images
 
-![Images generated by this sample code](https://huggingface.co/Norod78/sd15-caricature-portraits-blip-captions/resolve/main/example/2DF671DA-EF5A-401B-B7AB-45FCDBBB3676.jpg)
+![Images generated by this model](https://huggingface.co/Norod78/sd15-caricature-portraits-blip-captions/resolve/main/example/2DF671DA-EF5A-401B-B7AB-45FCDBBB3676.jpg)
 
 ## Dataset and Training
 
@@ -35,7 +35,7 @@ Finetuned for 10,000 iterations upon [runwayml/stable-diffusion-v1-5](https://hu
 
 Trained by [@Norod78](https://twitter.com/Norod78)
 
-## Theb original Caricature dataset citation credits
+## The original Caricature dataset citation credits
 ```
 @article{ye2021caricature,
  author = {Ye, Zipeng and Xia, Mengfei and Sun, Yanan and Yi, Ran and Yu, Minjing and Zhang, Juyong and Lai, Yu-Kun and Liu, Yong-Jin},
@@ -46,5 +46,5 @@ Trained by [@Norod78](https://twitter.com/Norod78)
 }
 ```
 
-![Images generated by this sample code](https://huggingface.co/Norod78/sd15-caricature-portraits-blip-captions/resolve/main/example/4A6C928A-5710-4124-8897-6740FCA23D86.jpg)
+![Images generated by this model](https://huggingface.co/Norod78/sd15-caricature-portraits-blip-captions/resolve/main/example/4A6C928A-5710-4124-8897-6740FCA23D86.jpg)