┃ ┣ 📂 Subject ┃ ┣ 📂 Action ┃ ┣ 📂 Environment ┃ ┣ 📂 Lighting ┃ ┣ 📂 Camera ┃ ┣ 📂 Sty…

┃ ┣ 📂 Subject ┃ ┣ 📂 Action ┃ ┣ 📂 Environment ┃ ┣ 📂 Lighting ┃ ┣ 📂 Camera ┃ ┣ 📂 Style ┃ ┣ 📂 Mood ┃ ┗ 📂 Colors ┃ ┣ 📂 Text Understanding ┃ ┣ 📂 CLIP ┃ ┣ 📂 T5 ┃ ┣ 📂 Multimodal Encoders ┃ ┣ 📂 Semantic Embeddings ┃ ┗ 📂 Prompt Interpretation ┃ ┣ 📂 Latent Space ┃ ┣ 📂 Compressed Representation ┃ ┣ 📂 Faster Processing ┃ ┣ 📂 Lower Memory Usage ┃ ┣ 📂 Better Scalability ┃ ┗ 📂 Higher Image Quality ┃ ┣ 📂 Image Creation ┃ ┣ 📂 Start With Random Noise ┃ ┣ 📂 Predict Noise ┃ ┣ 📂 Remove Noise ┃ ┣ 📂 Reveal Shapes ┃ ┣ 📂 Form Objects ┃ ┣ 📂 Add Textures ┃ ┣ 📂 Apply Lighting ┃ ┗ 📂 Generate Fine Details ┃ ┣ 📂 Denoising Model ┃ ┣ 📂 U-Net ┃ ┣ 📂 Diffusion Transformer (DiT) ┃ ┣ 📂 Noise Prediction ┃ ┣ 📂 Progressive Refinement ┃ ┗ 📂 Image Reconstruction ┃ ┣ 📂 Cross Attention ┃ ┣ 📂 Match Words To Regions ┃ ┣ 📂 Align Prompt With Image ┃ ┣ 📂 Focus On Important Details ┃ ┣ 📂 Preserve Context ┃ ┗ 📂 Improve Accuracy ┃ ┣ 📂 Guidance ┃ ┣ 📂 Classifier Free Guidance ┃ ┣ 📂 Prompt Following ┃ ┣ 📂 Creativity Control ┃ ┣ 📂 Stronger Prompt Adherence ┃ ┗ 📂 Output Variation ┃ ┣ 📂 Decoding ┃ ┣ 📂 Convert Latents To Pixels ┃ ┣ 📂 Restore Colors ┃ ┣ 📂 Recover Textures ┃ ┣ 📂 Rebuild Shadows ┃ ┗ 📂 Produce Final Image ┃ ┣ 📂 Training ┃ ┣ 📂 Billions Of Image Text Pairs ┃ ┣ 📂 Add Noise ┃ ┣ 📂 Predict Removed Noise ┃ ┣ 📂 Compare With Ground Truth ┃ ┣ 📂 Update Parameters ┃ ┗ 📂 Repeat Billions Of Times ┃ ┣ 📂 Generation Modes ┃ ┣ 📂 Text To Image ┃ ┣ 📂 Image To Image ┃ ┣ 📂 Inpainting ┃ ┣ 📂 Outpainting ┃ ┣ 📂 Style Transfer ┃ ┗ 📂 Reference Guided Generation ┃ ┣ 📂 Modern Improvements ┃ ┣ 📂 Better Prompt Understanding ┃ ┣ 📂 More Realistic Anatomy ┃ ┣ 📂 Improved Typography ┃ ┣ 📂 Better Lighting ┃ ┣ 📂 Higher Image Quality ┃ ┣ 📂 Stronger Composition ┃ ┣ 📂 More Consistent Characters ┃ ┣ 📂 Faster Generation ┃ ┗ 📂 Better Image Editing ┃ ┣ 📂 Common Mistakes ┃ ┣ 📂 Ambiguous Prompts ┃ ┣ 📂 Poor Spatial Reasoning ┃ ┣ 📂 Incorrect Object Counting ┃ ┣ 📂 Weak Text Rendering ┃ ┣ 📂 Unrealistic Physics ┃ ┗ 📂 Limited World Knowledge ┃ ┣ 📂 Applications ┃ ┣ 📂 Graphic Design ┃ ┣ 📂 Marketing ┃ ┣ 📂 Advertising ┃ ┣ 📂 Social Media ┃ ┣ 📂 Product Visualization ┃ ┣ 📂 Concept Art ┃ ┣ 📂 Game Development ┃ ┣ 📂 Film Production ┃ ┣ 📂 Architecture ┃ ┣ 📂 Interior Design ┃ ┣ 📂 Fashion ┃ ┣ 📂 Education ┃ ┗ 📂 E-commerce ┃ ┗ 📂 Simple Analogy ┣ 📂 Start With Random Noise ┣ 📂 Reveal Basic Shapes ┣ 📂 Form Objects ┣ 📂 Add Lighting ┣ 📂 Apply Textures ┣ 📂 Refine Fine Details ┗ 📂 Finish The Complete Image