Update README.md

README.md

@@ -1,3 +1,102 @@
----
-license: apache-2.0
----
+---
+license: apache-2.0
+---
+
+
+
+---
+
+## **Label Space: 5 Classes**
+
+The model classifies each image into one of the following content categories:
+
+```
+Class 0: "Anime Picture"  
+Class 1: "Hentai"  
+Class 2: "Normal"  
+Class 3: "Pornography"  
+Class 4: "Enticing or Sensual"
+```
+
+---
+
+## **Install Dependencies**
+
+```bash
+pip install -q transformers torch pillow gradio
+```
+
+---
+
+## **Inference Code**
+
+```python
+import gradio as gr
+from transformers import AutoImageProcessor, SiglipForImageClassification
+from PIL import Image
+import torch
+
+# Load model and processor
+model_name = "prithivMLmods/siglip2-x256-explicit-content"  # Replace with your model path if needed
+model = SiglipForImageClassification.from_pretrained(model_name)
+processor = AutoImageProcessor.from_pretrained(model_name)
+
+# ID to Label mapping
+id2label = {
+    "0": "Anime Picture",
+    "1": "Hentai",
+    "2": "Normal",
+    "3": "Pornography",
+    "4": "Enticing or Sensual"
+}
+
+def classify_explicit_content(image):
+    image = Image.fromarray(image).convert("RGB")
+    inputs = processor(images=image, return_tensors="pt")
+
+    with torch.no_grad():
+        outputs = model(**inputs)
+        logits = outputs.logits
+        probs = torch.nn.functional.softmax(logits, dim=1).squeeze().tolist()
+
+    prediction = {
+        id2label[str(i)]: round(probs[i], 3) for i in range(len(probs))
+    }
+
+    return prediction
+
+# Gradio Interface
+iface = gr.Interface(
+    fn=classify_explicit_content,
+    inputs=gr.Image(type="numpy"),
+    outputs=gr.Label(num_top_classes=5, label="Predicted Content Type"),
+    title="siglip2-x256-explicit-content",
+    description="Classifies images into explicit, suggestive, or safe categories (e.g., Hentai, Pornography, Normal)."
+)
+
+if __name__ == "__main__":
+    iface.launch()
+```
+
+---
+
+```py
+Classification Report:
+                     precision    recall  f1-score   support
+
+      Anime Picture     0.8940    0.8718    0.8827      5600
+             Hentai     0.8961    0.8935    0.8948      4180
+             Normal     0.9100    0.8895    0.8997      5503
+        Pornography     0.9496    0.9654    0.9574      5600
+Enticing or Sensual     0.9132    0.9429    0.9278      5600
+
+           accuracy                         0.9137     26483
+          macro avg     0.9126    0.9126    0.9125     26483
+       weighted avg     0.9135    0.9137    0.9135     26483
+```
+
+---
+
+![download.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/psonZ0OXSjqgLRDkFtRTh.png)
+
+---