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The proposed Attention ALL-CNN Twin Head YOLO (AA -YOLO) outperforms the original YOLOv4-tiny on the COCO dataset by 3.3% and reduces the model parameters by 7.26%. Source code is at https://github.com/e96031413/AA-YOLO