Updated README & requirements.txt

README.md

@@ -1,5 +1,5 @@
 ---
-title: ERA SESSION20
+title: ERA SESSION20 - Stable Diffusion: Generative Art with Guidance
 emoji: 🌍
 colorFrom: indigo
 colorTo: pink
@@ -10,4 +10,80 @@ pinned: false
 license: mit
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+**Styles Used:**
+1. [Oil style](https://huggingface.co/sd-concepts-library/oil-style)
+2. [Xyz](https://huggingface.co/sd-concepts-library/xyz)
+3. [Allante](https://huggingface.co/sd-concepts-library/style-of-marc-allante)
+4. [Moebius](https://huggingface.co/sd-concepts-library/moebius)
+5. [Polygons](https://huggingface.co/sd-concepts-library/low-poly-hd-logos-icons)
+
+### Result of Experiments with different styles:
+**Prompt:** `"a cat and dog in the style of cs"` \
+_"cs" in the prompt refers to "custom style" whose embedding is replaced by each of the concept embeddings shown below_
+![image](https://github.com/RaviNaik/ERA-SESSION20/assets/23289802/1effe375-6ef4-4adc-be7b-d6311fdaa50d)
+
+---
+**Prompt:** `"dolphin swimming on Mars in the style of cs"`
+![image](https://github.com/RaviNaik/ERA-SESSION20/assets/23289802/2cd32248-4233-42c0-97c0-00e1ae8fdc85)
+
+### Result of Experiments with Guidance loss functions:
+**Prompt:** `"a mouse in the style of cs"`
+**Loss Function:**
+```python
+def loss_fn(images):
+    return images.mean()
+```
+![image](https://github.com/RaviNaik/ERA-SESSION20/assets/23289802/c9d46e14-44bb-4ea7-88a4-26ef46344fce)
+---
+```python
+def loss_fn(images):
+    return -images.median()/3
+```
+![image](https://github.com/RaviNaik/ERA-SESSION20/assets/23289802/2649e4f6-3de5-4e54-8f22-3d65874b7b07)
+---
+```python
+def loss_fn(images):
+    error = (images - images.min()) / 255*(images.max() - images.min())
+    return error.mean()
+```
+![image](https://github.com/RaviNaik/ERA-SESSION20/assets/23289802/6399c780-e9b7-42f8-8d90-44c8b40d5265)
+---
+**Prompt:** `"angry german shephard in the style of cs"`
+```python
+def loss_fn(images):
+    error1 = torch.abs(images[:, 0] - 0.9)
+    error2 = torch.abs(images[:, 1] - 0.9)
+    error3 = torch.abs(images[:, 2] - 0.9)
+    return (
+        torch.sin(error1.mean()) + torch.sin(error2.mean()) + torch.sin(error3.mean())
+    ) / 3
+```
+![image](https://github.com/RaviNaik/ERA-SESSION20/assets/23289802/fa7d30ed-4efd-4504-b89c-94e093f51f9c)
+
+---
+**Prompt:** `"A campfire (oil on canvas)"`
+```python
+def loss_fn(images):
+    error1 = torch.abs(images[:, 0] - 0.9)
+    error2 = torch.abs(images[:, 1] - 0.9)
+    error3 = torch.abs(images[:, 2] - 0.9)
+    return (
+        torch.sin((error1 * error2 * error3)).mean()
+        + torch.cos((error1 * error2 * error3)).mean()
+    )
+```
+![image](https://github.com/RaviNaik/ERA-SESSION20/assets/23289802/88382dae-6701-4103-a664-ed17727b690f)
+
+---
+```python
+def loss_fn(images):
+    error1 = torch.abs(images[:, 0] - 0.9)
+    error2 = torch.abs(images[:, 1] - 0.9)
+    error3 = torch.abs(images[:, 2] - 0.9)
+    return (
+        torch.sin(error1.mean()) + torch.sin(error2.mean()) + torch.sin(error3.mean())
+    ) / 3
+```
+![image](https://github.com/RaviNaik/ERA-SESSION20/assets/23289802/0ab3edad-579d-4821-b992-6c18b61bd444)
+
+