Complexity / 2020 / Article / Tab 1

Review Article

Multiobject Detection Algorithm Based on Adaptive Default Box Mechanism

Table 1

Influence of relevant mechanisms on detection results.

Data setAlgorithmsConv 4_3Conv 7_fcConv F1Conv F2
AP (%)AR (%)FPSAP (%)AR (%)FPSAP (%)AR (%)FPSAP (%)AR (%)FPS

Crowd humanSSD84.672.35986.473.559
SSD + FLF86.374.15087.775.450
SSD + ADB92.181.65093.682.450
SSD + FLF + MR87.575.25088.676.750
SSD + FLF + MR + ADB94.882.55095.383.450

PASCAL VOC 2012SSD65.355.25667.256.356
SSD + FLF67.157.34768.458.347
SSD + ADB72.661.44774.862.747
SSD + FLF + MR68.358.64769.659.747
SSD + FLF + MR + ADB74.562.44775.363.447

MS COCOSSD38.130.25439.431.454
SSD + FLF40.332.64441.633.844
SSD + ADB45.336.14446.837.344
SSD + FLF + MR41.234.14443.235.644
SSD + FLF + MR + ADB47.639.24448.340.144

We are committed to sharing findings related to COVID-19 as quickly as possible. We will be providing unlimited waivers of publication charges for accepted research articles as well as case reports and case series related to COVID-19. Review articles are excluded from this waiver policy. Sign up here as a reviewer to help fast-track new submissions.