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目标检测模型性能对比

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11月 28, 2021

一、yolov3

  FPS on RTX 2070 (R) and Tesla V100 (V):

  csresnext50-panet-spp-original-optimal.cfg – 65.4% [email protected] (43.2% [email protected]:0.95) – 32(R) FPS – 100.5 BFlops – 217 MB

  yolov3-spp.cfg – 60.6% [email protected] – 38(R) FPS – 141.5 BFlops – 240 MB

  csresnext50-panet-spp.cfg – 60.0% [email protected] – 44 FPS – 71.3 BFlops – 217 MB

       yolov3-tiny.cfg – 33.1% [email protected] – 345(R) FPS – 5.6 BFlops – 33.7 MB

  yolov3-tiny-prn.cfg – 33.1% [email protected] – 370(R) FPS – 3.5 BFlops – 18.8 MB

  enet-coco.cfg (EfficientNetB0-Yolov3) – 45.5% [email protected] – 55(R) FPS – 3.7 BFlops – 18.3 MB

二、yolov4

  FPS on RTX 2070 (R) and Tesla V100 (V):

  yolov4-p6.cfg – 1280×1280 – 72.1% [email protected] (54.0% [email protected]:0.95) – 32(V) FPS – xxx BFlops (xxx FMA) – 487 MB

  yolov4-p5.cfg – 896×896 – 70.0% [email protected] (51.6% [email protected]:0.95) – 43(V) FPS – xxx BFlops (xxx FMA) – 271 MB

  yolov4-csp-x-swish.cfg – 640×640 – 69.9% [email protected] (51.5% [email protected]:0.95) – 23(R) FPS / 50(V) FPS – 221 BFlops (110 FMA) – 381 M

  yolov4-csp-swish.cfg – 640×640 – 68.7% [email protected] (50.0% [email protected]:0.95) – 70(V) FPS – 120 (60 FMA) – 202 MB

  yolov4x-mish.cfg – 640×640 – 68.5% [email protected] (50.1% [email protected]:0.95) – 23(R) FPS / 50(V) FPS – 221 BFlops (110 FMA) – 381 MB

  yolov4-csp.cfg – 202 MB:

  width=640 height=640 in cfg: 67.4% [email protected] (48.7% [email protected]:0.95) – 70(V) FPS – 120 (60 FMA) BFlops

  width=512 height=512 in cfg: 64.8% [email protected] (46.2% [email protected]:0.95) – 93(V) FPS – 77 (39 FMA) BFlops

  yolov4.cfg – 245 MB:

  width=608 height=608 in cfg: 65.7% [email protected] (43.5% [email protected]:0.95) – 34(R) FPS / 62(V) FPS – 128.5 BFlops

  width=512 height=512 in cfg: 64.9% [email protected] (43.0% [email protected]:0.95) – 45(R) FPS / 83(V) FPS – 91.1 BFlops

  width=416 height=416 in cfg: 62.8% [email protected] (41.2% [email protected]:0.95) – 55(R) FPS / 96(V) FPS – 60.1 BFlops

  width=320 height=320 in cfg: 60% [email protected] ( 38% [email protected]:0.95) – 63(R) FPS / 123(V) FPS – 35.5 BFlops

  yolov4-tiny.cfg – 40.2% [email protected] – 371(1080Ti) FPS / 330(RTX2070) FPS – 6.9 BFlops – 23.1 MB

三、yolov5 

 

四、yolox

五、nanodet

六、Yolo-Fastest

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