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YOLO (You Only Look Once Real-Time Object Detection Family)

Single-stage anchor-free or anchor-based object detector mapping image pixels directly to spatial bounding box coordinates and class probabilities at ultra-high real-time frame rates.

Single-Stage Detectorsimagevideo
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Architecture Overview

Single-stage anchor-free or anchor-based object detector mapping image pixels directly to spatial bounding box coordinates and class probabilities at ultra-high real-time frame rates.

Implementing Libraries

torchvisionPyTorch Foundation / Meta · v0.19.1
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PyTorchLinux Foundation / PyTorch Foundation · v2.4.1
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Seminal Papers

You Only Look Once: Unified, Real-Time Object Detection (YOLO)Joseph Redmon, Santosh Divvala (2016) · IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
Architectural Limitations & Constraints
  • Requires compatible deep learning framework and hardware acceleration for efficient execution.