Update README.md

README.md

@@ -112,3 +112,35 @@ grid
 ```
 
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/623ce1c6b66fedf374859fe7/qk5kRJJmetvhZ0ctltc3z.png)
+
+## Image-to-image 
+
+We start with this image generated earlier:
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/623ce1c6b66fedf374859fe7/j0rQsy8uprSH-5wap0DbG.png)
+
+```python
+from diffusers import StableDiffusion3Img2ImgPipeline
+from diffusers.utils import load_image
+
+pipeline = StableDiffusion3Img2ImgPipeline.from_pretrained("stabilityai/stable-diffusion-3-medium-diffusers", torch_dtype=torch.float16) 
+
+pipeline=pipeline.to('cuda')
+init_image = load_image("https://huggingface.co/lamm-mit/stable-diffusion-3-medium-leaf-inspired/resolve/main/image_20240721_212111.png")
+
+prompt = "Turn this image into a spider web."
+negative_prompt=""
+
+n_steps=20
+guidance_scale=25
+
+image = pipeline(prompt, num_inference_steps=n_steps, 
+                 guidance_scale=guidance_scale,
+                 negative_prompt=negative_prompt,
+                 image=init_image,
+                ).images[0]
+save_image(image, directory='generated_images', base_name="image_grid", )
+image
+```
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/623ce1c6b66fedf374859fe7/yLwH69WVnc9R76_YsW7kE.png)