Update README.md

README.md

@@ -9,6 +9,7 @@ tags:
 - danbooru
 - deep-learning
 - computer-vision
+---
 
 # ML-Danbooru ONNX Models
 
@@ -51,46 +52,6 @@ tags_custom = get_mldanbooru_tags(
 print(tags_custom)
 ```
 
-### Advanced Usage with Model Selection
-
-```python
-from huggingface_hub import hf_hub_download
-from imgutils.utils import open_onnx_model
-from PIL import Image
-import numpy as np
-
-# Load a specific model from this repository
-model_path = hf_hub_download('deepghs/ml-danbooru-onnx', 'ml_caformer_m36_dec-5-97527.onnx')
-model = open_onnx_model(model_path)
-
-# Manual preprocessing and inference
-def preprocess_image(image_path, size=448):
-    image = Image.open(image_path).convert('RGB')
-    # Resize with alignment for optimal performance
-    min_edge = min(image.size)
-    target_size = (
-        int(image.size[0] / min_edge * size),
-        int(image.size[1] / min_edge * size),
-    )
-    target_size = (
-        (target_size[0] // 4) * 4,
-        (target_size[1] // 4) * 4,
-    )
-    image = image.resize(target_size, resample=Image.BILINEAR)
-    
-    # Convert to tensor
-    img_array = np.array(image, dtype=np.float32).transpose(2, 0, 1) / 255.0
-    return img_array.reshape(1, *img_array.shape)
-
-# Run inference
-input_tensor = preprocess_image('your_image.jpg')
-output = model.run(['output'], {'input': input_tensor})[0]
-probabilities = 1 / (1 + np.exp(-output)).reshape(-1)
-
-# Process results (you would need to load the tag labels)
-# tags = process_probabilities(probabilities, threshold=0.7)
-```
-
 ## Model Variants
 
 This repository contains multiple ML-Danbooru model variants:
@@ -123,40 +84,6 @@ The repository includes comprehensive tag information:
 - **Architecture**: Caformer-M36 and TResnet variants
 - **Format**: ONNX for optimized inference
 
-## Original Content
-
-### Tag Database Structure
-
-The repository includes a comprehensive tag database with the following structure:
-
-```json
-// Sample from classes.json (simplified tags)
-[
-    "1girl",
-    "bangs", 
-    "blunt_bangs",
-    "brown_hair",
-    "hair_bun",
-    "hime_cut",
-    "long_hair",
-    "mask",
-    "ribbon",
-    "solo",
-    "yellow_eyes",
-    // ... 1,527 tags total
-]
-```
-
-```csv
-# Sample from tags.csv
-tag,root,pos,count
-1girl,girl,NOUN,4317542
-bangs,bang,NOUN,1576060
-blunt_bangs,bang,NOUN,178797
-brown_hair,hair,NOUN,1092727
-hair_bun,bun,NOUN,157335
-```
-
 ### Model Architecture Details
 
 The ML-Danbooru models utilize modern transformer-based architectures: