Update README.md

README.md

@@ -11,4 +11,45 @@ tags:
 - Realistic
 - Sketch
 - Portrait
----
+---
+
+# **Multilabel-Portrait-18K**
+
+**Multilabel-Portrait-18K** is a multi-label portrait classification dataset designed to analyze and categorize different styles of portrait images. It supports classification into the following four portrait types:
+
+- **0** — Anime Portrait  
+- **1** — Cartoon Portrait  
+- **2** — Real Portrait  
+- **3** — Sketch Portrait  
+
+This dataset is ideal for training and evaluating machine learning models in the domain of portrait-style classification. The goal is to enable accurate recognition of artistic and real-world portraits for applications such as image generation, enhancement, style transfer, and content moderation.
+
+## **Use Cases**
+- Multi-label classification for style recognition  
+- Pretraining or fine-tuning portrait classifiers  
+- Improving filters and sorting in creative AI applications  
+- Enhancing deepfake detection via portrait-style understanding  
+- Style-transfer or portrait enhancement tools
+
+## **Dataset Details**
+- **Total Samples**: 18,000 portrait images  
+- **Labels**: Multi-label format (each image may have more than one label)  
+- **Label Schema**:
+  - `0`: Anime Portrait  
+  - `1`: Cartoon Portrait  
+  - `2`: Real Portrait  
+  - `3`: Sketch Portrait  
+
+## **Format**
+The dataset is typically provided in either:
+- A directory structure grouped by label
+- Or a `.csv` / `.json` file containing `filename` and `labels` fields
+
+Example (`.csv`):
+
+```csv
+filename,label
+portrait_001.jpg,"[0, 3]"
+portrait_002.jpg,"[2]"
+portrait_003.jpg,"[1, 2]"
+```