Mawdoo3 AI at MADAR Shared Task: Arabic Fine-Grained Dialect Identification with Ensemble Learning. Relational Attention Network for Crowd Counting. Amodal Instance Segmentation With KINS Dataset. Asynchronous SGD without gradient delay for efficient distributed training. OCR evaluation tools for the 21st century. Dialogue-Act Prediction of Future …