A BSTRACT  
1 Introduction  
2 Deep Learning  
2.1 Convolutional Neural Networks  
2.2 Vision Transformers  
3 Active Learning  
4 Evaluation Datasets and Metrics  
5 Deep Active Learning Algorithms for Noisy Labels  
6 Conclusion and Future Research Directions