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You Only Look Once: Unified Real-Time Object Detection, Technical Review 

Introduction:

A technical review for the highly influential paper, You Only Look Once: Unified Real-Time Object Detection, or commonly coined as YOLO. Jacob Krucinski and I broke down the fundamental components of the paper's revolutionary methodology to our CS7150: Deep Learning classmates at Northeastern University. 

 

Takeaways:

  • When YOLO was published in 2016, it was the first methodology to achieve real-time object detection and classification in video.

  • It streamlines previously complex, multi-joint, neural network architectures into one comprehensive Convolutional Neural Network.

  • Concatenates pre-trained object detection convolutions with object classification convolutions to detect and classify all at once! ​​​

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Paper

Huggingface Demo

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