Update README.md

README.md

@@ -52,8 +52,6 @@ This repository presents a Conditional-DETR model with ResNet-50 backbone, fine-
 
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-
 ## **Dataset**
 
 <table>
@@ -255,6 +253,7 @@ If you want to deploy this signature detection model in a production environment
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 ## **Infrastructure**
@@ -289,22 +288,6 @@ Training was performed on a Google Cloud Platform n1-standard-8 instance with th
 
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-## **Citation**
-
-If you use this model in your research, please cite:
-
-```bibtex
-@misc{lima2024conditional-detr-signature-detection,
-  title={Conditional-DETR for Handwritten Signature Detection},
-  author={Lima, Samuel and Tech4Humans Team},
-  year={2024},
-  publisher={Hugging Face},
-  url={https://huggingface.co/tech4humans/conditional-detr-50-signature-detector}
-}
-```
-
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-
 ## **Contact and Information**
 
 For further information, questions, or contributions, contact us at **iag@tech4h.com.br**.
@@ -339,7 +322,7 @@ For further information, questions, or contributions, contact us at **iag@tech4h
         <ul>
           <li>🔬 Model development and training</li>
           <li>📊 Dataset analysis and processing</li>
-          <li>⚙️ Architecture selection and performance evaluation</li>
+          <li>⚙️ Hyperparameter optimization and performance evaluation</li>
           <li>📝 Technical documentation and model card</li>
         </ul>
       </td>
@@ -351,4 +334,4 @@ For further information, questions, or contributions, contact us at **iag@tech4h
 
 <div align="center">
   <p>Developed with 💜 by <a href="https://www.tech4.ai/">Tech4Humans</a></p>
-</div>
+</div>