Update README.md

README.md

@@ -11,3 +11,23 @@ license: openrail
 ---
 
 Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+
+# Fine-tuning [Stable Diffusion XL](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0) for custom face and thumbs up gesture
+Colab Notebook implementation of **LoRA** based Dreambooth technique, utilizing **Huggingface diffusers**, for fine-tuning the model to reliably predict thumbs up gesture with a custom face.
+
+## Datasets
+Use the following links to download and view the thumbs-up and selfie images respectively
+1. [Thumbs Up](https://www.dropbox.com/scl/fi/yye56ojn7aebbdf45u1nb/thumbs_up.zip?rlkey=ixu3srz5ks2ybgzl0056xree1&dl=0)
+2. [Selfies](https://www.dropbox.com/scl/fi/8rdxsvyc3r6hf18b9u4gq/selfies.zip?rlkey=b7q6xn1wj90id2ix834wpwaa3&dl=0)
+
+## Checkpoints
+1. *lora-trained-thumbs-up-pw-0.5-steps-800* contains the weights for the model finetuned for the thumbs-up gesture
+2. *lora-trained-thumbs-up-pw-0.5-steps-800-uttam-pw-0.5-steps-1600* contains the weights for the model finetuned for the custom face
+
+## Results
+Here are some of the quantitative results
+![](results/best_ug2146_simple.png)
+*trigger keyword:* **a photo of ug2146 giving thumbs up**
+
+![](results/best_ug2146_joker.png)
+*trigger keyword:*  + **in a joker costume**