We are big fans of YOLO11 ?
Its best features include:
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Ultralytics YOLO11 introduces a refined architecture that includes new components like the C3k2 block and C2PSA (Channel-wise and Spatial Attention), which improve feature extraction and attention to critical image areas. This design allows for better detection of smaller or occluded objects compared to its predecessors.
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Unlike earlier versions, YOLO11 supports multiple computer vision tasks, including:
?? Object Detection
??Instance Segmentation
??Image Classification
??Pose Estimation
??Oriented Object Detection (OBB)
This versatility makes it a robust choice for various applications!
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YOLO11 is touted as the fastest and lightest model in the YOLO series, with improvements in inference speed (around 2% faster than YOLOv10) while maintaining high accuracy. This efficiency is crucial for real-time applications.
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In comparative tests, YOLO11 demonstrates superior performance in terms of Mean Average Precision (mAP) while using fewer parameters than previous models, making it both computationally lighter and more effective.
We recently took up the challenge of experimenting with ?????????????????? ?????????????????? ?????????? ????????????. And the results were fantastic. Check out our tutorial, the link for which we’ve added in the comments. Happy coding!
#yolo11 #yolo #signaturedetection?#ArtificialIntelligence #AI #objectdetection