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@@ -18,8 +18,7 @@ We apply **LoRA adaptation** on the **CLIP visual encoder** and add an **MLP hea
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  - *Dataset*: [KonIQ-10k](https://arxiv.org/pdf/1910.06180)
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  - *Architecture*: CLIP Vision Encoder (ViT-L/14) with *LoRA adaptation*
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- - *Loss Function*: Pearson correlation induced loss
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- <img src="https://huggingface.co/PerceptCLIP/PerceptCLIP_IQA/resolve/main/loss_formula.png" width="150" />
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  - *Optimizer*: AdamW
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  - *Learning Rate*: 5e-05
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  - *Batch Size*: 32
 
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  - *Dataset*: [KonIQ-10k](https://arxiv.org/pdf/1910.06180)
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  - *Architecture*: CLIP Vision Encoder (ViT-L/14) with *LoRA adaptation*
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+ - *Loss Function*: Pearson correlation induced loss <img src="https://huggingface.co/PerceptCLIP/PerceptCLIP_IQA/resolve/main/loss_formula.png" width="200" />
 
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  - *Optimizer*: AdamW
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  - *Learning Rate*: 5e-05
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  - *Batch Size*: 32