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@@ -22,14 +22,4 @@ Pre-trained visual prompt checkpoints for **No-Reference Image Quality Assessmen
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  | KonIQ-10k | 0.852 | `SGD_mplug2_exp_05_koniq_padding_30px_add/` |
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  | AGIQA-3k | 0.810 | `SGD_mplug2_exp_06_agiqa_padding_30px_add/` |
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- ## Citation
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- ```bibtex
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- @article{benmahane2024parameter,
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- title={Parameter-Efficient Adaptation of mPLUG-Owl2 via Pixel-Level Visual Prompts for NR-IQA},
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- author={Benmahane, Yahya and El Hassouni, Mohammed},
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- journal={arXiv preprint},
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- year={2024}
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- }
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- ```
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-
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  **📖 For detailed setup, training, and usage instructions, see the [GitHub repository](https://github.com/your-username/visual-prompt-nr-iqa).**
 
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  | KonIQ-10k | 0.852 | `SGD_mplug2_exp_05_koniq_padding_30px_add/` |
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  | AGIQA-3k | 0.810 | `SGD_mplug2_exp_06_agiqa_padding_30px_add/` |
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  **📖 For detailed setup, training, and usage instructions, see the [GitHub repository](https://github.com/your-username/visual-prompt-nr-iqa).**