DTLR is a detection-based handwritten text line recognition model, improved from DINO-DETR, designed for text recognition and character detection. The model is pre-trained on synthetic data and then fine-tuned on real datasets. It holds significant relevance in the OCR (Optical Character Recognition) field, especially in enhancing the accuracy and efficiency of handwritten text processing.