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AlexeyAB/darknet: YOLOv4 pre-release

Alexey; Joseph Redmon; Stefano Sinigardi; cyy; Tino Hager; Vinjn Zhang; Muhammad Maaz; IlyaOvodov; Philip Kahn; Josh Veitch-Michaelis; Aymeric Dujardin; duohappy; acxz; John Aughey; Enes Özipek; Jud White; David Smith; Aven; Tiago Koji Castro Shibata; Mosè Giordano; Galileo Daras; HagegeR; Bartek Gąsiorzewski; Ali Babaei; Heethesh Vhavle; Evert Arends; DongChan Cho; Chih-Hsu Lin; Antek Baranski; 7FM

YOLOv4 consists of: https://arxiv.org/abs/2004.10934

  • Backbone: CSPDarknet53
  • Neck: SPP, PAN
  • Head: YOLOv3

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Accuracy (AP) / Speed (FPS):

YOLOv4 (416x416 batch=1 FP16) - 32 FPS on Jetson Xavier AGX by using tkDNN+TensorRT: https://github.com/ceccocats/tkDNN

Size Darknet FPS (avg) tkDNN TensorRT FP32 FPS tkDNN TensorRT FP16 FPS tkDNN TensorRT FP16 batch=4 FPS Speedup 320 100.6 116 202 423 4.2x 416 82.5 103 162 284 3.5x 512 69.7 91 134 206 2.9x 680 53.6 62 100 150 2.8x

Files (8.2 MB)
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AlexeyAB/darknet-darknet_yolo_v4_pre.zip
md5:0ca215babafa55a32fa17a7280810004
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