Research Article

The Automatic Detection of Pedestrians under the High-Density Conditions by Deep Learning Techniques

Table 3

The statistics of testing sets.

NameRed onesBlue onesTotal objectsTotal running time (s)Images chosenAveraged precisionAveraged recallAveraged F1 score

16-3-142408210680.9860.9980.992
16-4-15252104197140.9760.9960.986
16-5-16560125263190.9770.9940.985
16-5-26458122250180.9850.9740.979
16-6-17076146423290.9750.9710.973
16-6-27473147267190.9810.9780.980
16-7-17884162555380.9810.9870.984
16-7-28383166411280.9880.9770.982
16-8-110099199623430.9920.9590.975
16-8-29999198360250.9870.9510.969
16-9-11171172341198410.9830.9580.970
16-9-2111105216383270.9900.9620.976
17-3-17768145548380.9940.9960.995
17-4-196109205304210.9930.9860.990
17-4-210098198205150.9940.9900.992
17-5-1128120248339240.9910.9920.991
17-5-2124125249291200.9970.9850.991
17-6-1148148296362250.9890.9850.987
17-6-2147154301278200.9950.9830.989
17-7-1175182357470320.9960.9840.990
17-7-2176182358357250.9970.9690.983
18-3-15551106540370.9991.0000.999
18-4-17473147528360.9820.9950.989
18-4-27472146295210.9810.9820.981
18-5-18986175413290.9650.9930.979
18-5-28494178373260.9860.9890.987
18-6-1110114224428300.9800.9770.979
18-6-2103106209346240.9810.9820.982
18-7-1133134267452310.9700.9770.973
18-7-2126125251456310.9870.9770.982
18-8-1147147294713490.9520.9810.965
18-8-2146149295487330.9810.9710.976