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README.md

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 **PerceptCLIP-IQA** is a model designed to predict **image quality assessment (IQA) score**. This is the official model from the paper:  
 📄 **["Don't Judge Before You CLIP: A Unified Approach for Perceptual Tasks"](https://arxiv.org/abs/2503.13260)**.
-We apply **LoRA adaptation** on the **CLIP visual encoder** and add an **MLP head** for IQA score prediction. Our model achieves **state-of-the-art results**.
+We apply **LoRA adaptation** on the **CLIP visual encoder** and add an **MLP head** for IQA score prediction. Our model achieves **state-of-the-art results** as described in our paper.
 
 ## Training Details