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YOLOv3

Introduction

@misc{redmon2018yolov3,
    title={YOLOv3: An Incremental Improvement},
    author={Joseph Redmon and Ali Farhadi},
    year={2018},
    eprint={1804.02767},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}

Results and Models

Backbone Scale Lr schd Mem (GB) Inf time (fps) box AP Config Download
DarkNet-53 320 273e 2.7 63.9 27.9 config model | log
DarkNet-53 416 273e 3.8 61.2 30.9 config model | log
DarkNet-53 608 273e 7.4 48.1 33.7 config model | log

Mixed Precision Training

We also train YOLOv3 with mixed precision training.

Backbone Scale Lr schd Mem (GB) Inf time (fps) box AP Config Download
DarkNet-53 608 273e 4.7 48.1 33.8 config model | log

Credit

This implementation originates from the project of Haoyu Wu(@wuhy08) at Western Digital.