Update README.md

README.md

@@ -18,7 +18,7 @@ We apply **LoRA adaptation** on the **CLIP visual encoder** and add an **MLP hea
 
 - *Dataset*: [KonIQ-10k](https://arxiv.org/pdf/1910.06180) 
 - *Architecture*: CLIP Vision Encoder (ViT-L/14) with *LoRA adaptation*
-- *Loss Function*: Pearson correlation induced loss $\( L_{PLCC} = \frac{1}{2} \left(1 - \text{PLCC}(\tilde{y}, y)\right) \)$
+- *Loss Function*: Pearson correlation induced loss\\$( L_{PLCC} = \frac{1}{2} \left(1 - \text{PLCC}(\tilde{y}, y)\right) $\\)
 - *Optimizer*: AdamW
 - *Learning Rate*: 5e-05
 - *Batch Size*: 32