Update README.md

README.md

@@ -40,7 +40,7 @@ Note that the input prompts may not resemble the generated images and their capt
 
 ## Dataset Creation
 
-**Generation Process:**
+**Generation Process**
 - Software: AUTOMATIC1111/stable-diffusion-webui v1.10.1 (Python 3.10.12, Torch 2.1.2+cu121, xformers 0.0.23.post1)
 - Models used:
   - leosamsHelloworldXL_filmGrain20
@@ -52,7 +52,7 @@ Note that the input prompts may not resemble the generated images and their capt
 - Sampling: DPM++ 2M, 20 steps, CFG Scale 7
 - Additional processing: ADetailer with person, face, and hand detection models
 
-**Filtering:**
+**Filtering**
 - Graphics and NSFW images removed using:
   - timm/tiny_vit_21m_224.dist_in22k_ft_in1k (for graphics: drawing, cartoon, infographic, webpage, illustration, comic)
   - Marqo/nsfw-image-detection-384 (for NSFW)
@@ -60,7 +60,7 @@ Note that the input prompts may not resemble the generated images and their capt
   - resnet18 embeddings
   - CLIP-based detection (openai/clip-vit-large-patch14) of problematic body parts (repeated 3 times)
 
-**Captioning:**
+**Captioning**
 - Captions generated with Qwen/Qwen2.5-VL-3B-Instruct
   - System prompt: "You are an expert image captioner."
   - User prompt: "Write a concise, clear caption describing the picture."
@@ -71,9 +71,11 @@ Captions are in English. Prompts are in English and consist of diverse noun phra
 
 ## Limitations
 
-- Some images still contain artifacts, unrealistic features, or deformations.
-- The dataset doesn't represent the full diversity of Asian cultures, art, or traditional contexts due to prompt limitations.
-- Captions are automatically generated and may not be suitable for all use cases.
+- Some images exhibit artifacts, unrealistic features, or visual distortions.
+- The dataset includes individuals of various ethnic backgrounds, not exclusively Asians.
+- Contains identifiable individuals, including celebrities and politicians.
+- Due to prompt limitations, the dataset does not fully capture the diversity of Asian cultures, art forms, or traditional contexts.
+- Captions are automatically generated and may not be appropriate for all use cases.
 
 ## Licence