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This project combines the advanced capabilities of DeepStream 7, a state-of-the-art real-time video analytics platform, with the precision of YOLOv9, a leading-edge object detection and instance segmentation model. DeepStream 7 unleashes the full potential of real-time video processing, offering unmatched video analytics capabilities. YOLOv9 represents a significant advancement in object detection, introducing innovative techniques such as Programmable Gradient Information (PGI) and the Generalized Efficient Layer Aggregation Network (GELAN), achieving remarkable improvements in efficiency, accuracy, and adaptability. This cutting-edge model sets new standards on the MS COCO dataset.