一、yolov3
FPS on RTX 2070 (R) and Tesla V100 (V):
csresnext50-panet-spp-original-optimal.cfg - 65.4% mAP@0.5 (43.2% AP@0.5:0.95) - 32(R) FPS - 100.5 BFlops - 217 MB
yolov3-spp.cfg - 60.6% mAP@0.5 - 38(R) FPS - 141.5 BFlops - 240 MB
csresnext50-panet-spp.cfg - 60.0% mAP@0.5 - 44 FPS - 71.3 BFlops - 217 MB
yolov3-tiny.cfg - 33.1% mAP@0.5 - 345(R) FPS - 5.6 BFlops - 33.7 MB
yolov3-tiny-prn.cfg - 33.1% mAP@0.5 - 370(R) FPS - 3.5 BFlops - 18.8 MB
enet-coco.cfg (EfficientNetB0-Yolov3) - 45.5% mAP@0.5 - 55(R) FPS - 3.7 BFlops - 18.3 MB
二、yolov4
FPS on RTX 2070 (R) and Tesla V100 (V):
yolov4-p6.cfg - 1280x1280 - 72.1% mAP@0.5 (54.0% AP@0.5:0.95) - 32(V) FPS - xxx BFlops (xxx FMA) - 487 MB
yolov4-p5.cfg - 896x896 - 70.0% mAP@0.5 (51.6% AP@0.5:0.95) - 43(V) FPS - xxx BFlops (xxx FMA) - 271 MB
yolov4-csp-x-swish.cfg - 640x640 - 69.9% mAP@0.5 (51.5% AP@0.5:0.95) - 23(R) FPS / 50(V) FPS - 221 BFlops (110 FMA) - 381 M
yolov4-csp-swish.cfg - 640x640 - 68.7% mAP@0.5 (50.0% AP@0.5:0.95) - 70(V) FPS - 120 (60 FMA) - 202 MB
yolov4x-mish.cfg - 640x640 - 68.5% mAP@0.5 (50.1% AP@0.5:0.95) - 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% mAP@0.5 (48.7% AP@0.5:0.95) - 70(V) FPS - 120 (60 FMA) BFlops
width=512 height=512 in cfg: 64.8% mAP@0.5 (46.2% AP@0.5:0.95) - 93(V) FPS - 77 (39 FMA) BFlops
yolov4.cfg - 245 MB:
width=608 height=608 in cfg: 65.7% mAP@0.5 (43.5% AP@0.5:0.95) - 34(R) FPS / 62(V) FPS - 128.5 BFlops
width=512 height=512 in cfg: 64.9% mAP@0.5 (43.0% AP@0.5:0.95) - 45(R) FPS / 83(V) FPS - 91.1 BFlops
width=416 height=416 in cfg: 62.8% mAP@0.5 (41.2% AP@0.5:0.95) - 55(R) FPS / 96(V) FPS - 60.1 BFlops
width=320 height=320 in cfg: 60% mAP@0.5 ( 38% AP@0.5:0.95) - 63(R) FPS / 123(V) FPS - 35.5 BFlops
yolov4-tiny.cfg - 40.2% mAP@0.5 - 371(1080Ti) FPS / 330(RTX2070) FPS - 6.9 BFlops - 23.1 MB
三、yolov5
四、yolox
五、
六、Yolo-Fastest
