Update README.md

README.md

@@ -30,50 +30,6 @@ This dataset is particularly valuable for **computer vision tasks** including ch
 
 Keywords: **game-character**, **skins**, **artwork**, **computer-vision**, **multi-game**
 
-## Usage
-
-The dataset can be accessed directly through the Hugging Face datasets library:
-
-```python
-from datasets import load_dataset
-
-# Load the entire dataset
-dataset = load_dataset("deepghs/game_character_skins")
-
-# Access specific game collections
-arknights_skins = dataset["arknights"]
-azurlane_skins = dataset["azurlane"]
-genshin_skins = dataset["genshin"]
-
-# Example: List all characters from a specific game
-print(f"Arknights characters: {list(arknights_skins.keys())}")
-
-# Access specific character skins
-character_skins = arknights_skins["AA00"]
-print(f"Skins for AA00: {list(character_skins.keys())}")
-```
-
-For direct file access using the dghs-imgutils library:
-
-```python
-from dghs_imgutils import GameCharacterSkins
-
-# Initialize the dataset handler
-skins_dataset = GameCharacterSkins("deepghs/game_character_skins")
-
-# Get all available games
-games = skins_dataset.list_games()
-print(f"Available games: {games}")
-
-# Get characters for a specific game
-characters = skins_dataset.list_characters("arknights")
-print(f"Arknights characters: {characters[:5]}")  # First 5 characters
-
-# Access specific character data
-character_data = skins_dataset.get_character("arknights", "AA00")
-print(f"Available skins for AA00: {character_data.skins}")
-```
-
 ## Dataset Structure
 
 The dataset is organized hierarchically by game title, then by character identifier, with individual skin files: