Update README.md

README.md

@@ -40,6 +40,23 @@ The model was rigorously evaluated against the generic zero-shot IP-Adapter base
 
 *Note: In 1-to-1 sample comparisons, this fine-tuned model successfully pushed specific Identity Scores as high as **0.9680**, achieving superior sample-specific realism (FID: 421.97 vs Baseline: 448.15).*
 
+
+## Generalization to Unseen Data (CelebA-HQ)
+
+To prove TrueFace-Adapter does not overfit to the training data, we tested it on unseen subjects from the CelebA-HQ dataset across 5 distinct prompts (Cinematic, Smiling, Sunglasses, Studio, Charcoal Sketch). 
+
+**Reference Subject (Unseen Data):**
+![Original](celeb_original.png)
+
+**Baseline (Standard IP-Adapter Zero-Shot):**
+*Notice the loss of the square jawline, the alteration of the eye shape, and the complete loss of identity in the sketch (far right).*
+![Baseline](celeb_baseline.jpg)
+
+**TrueFace-Adapter (Ours):**
+*The fine-tuned model strictly preserves the subject's deep-set eyes, specific jaw structure, and maintains high-fidelity likeness even in the charcoal sketch medium.*
+![Finetuned](celeb_finetuned.jpg)
+
+
 ## Usage
 
 To use this model, you first need to extract the face embedding and aligned face image using `insightface`.