Detection

History

../../_images/detector_history.png

AP-fps

Method Backbone AP AP(MM) FPS GPU
Faster R-CNN 34.9
Mask R-CNN 39.8 11
Soft-NMS 40.9
RetinaNet-50-500 32.5 23
RetinaNet-101-800 37.8 5.1
YOLOv3-608 33.0 20
RetinaNet-variant 40.8 5.4
CornerNet hourglass-104 40.6 42.2 4.1 Titan X
CornerNet hourglass-104 40.6 42.2 3.3 P100 - CenterNet (ICCV 2019)
FSAF ResNet-50 35.9 9.3 Titan X - FSAF speed on COCO minival
FSAF (Anchor-based) ResNet-50 37.2 7.2 Titan X - FSAF
FSAF ResNet-101 37.9 6.8 Titan X - FSAF
FSAF (Anchor-based) ResNet-101 40.9 42.8 5.5 Titan X - FSAF
FSAF ResNeXt-101 41.0 3.5 Titan X - FSAF
FSAF (Anchor-based) ResNeXt-101 42.9 44.6 3.8 Titan X - FSAF
FSAF (Anchor-based) ResneXt-101 42.9 44.6 2.7 TITAN Xp - CenterNet
CenterNet(ICCV 2019) hourglass-52 41.6 43.5 3.7 P100
CenterNet(ICCV 2019) hourglass-104 44.9 47.0 2.9 P100
ExtremeNet hourglass-104 40.2 43.7 3.1
CenterNet hourglass-104 40.3 14 TITAN Xp - CenterNet
CenterNet DLA-34 37.4 52 TITAN Xp - CenterNet
CenterNet DLA-34 37.4 55.0 GTX 1080Ti - TTFNet
CenterNet ResNet-101 34.6 45 TITAN Xp - CenterNet
CenterNet ResNet-101 34.6 44.7 GTX 1080Ti - TTFNet
CenterNet ResNet-18 28.1 142 TITAN Xp - CenterNet
CenterNet ResNet-18 28.1 128.5 GTX 1080Ti - TTFNet
TTFNet ResNet-18 25.9 112.2 GTX 1080Ti - TTFNet
TTFNet Darknet-53 35.1 54.4 GTX 1080Ti - TTFNet
TTFNet(10x) Darknet-53 39.3 57.0 GTX 1080Ti - TTFNet

MS: multi. scale