Feature Pyramid Siamese Network

MOT17-01-DPM MOT17-03-DPM MOT17-06-DPM MOT17-07-DPM MOT17-08-DPM MOT17-12-DPM MOT17-14-DPM MOT17-01-FRCNN MOT17-03-FRCNN MOT17-06-FRCNN

Short name:

FPSN

Benchmark:

Description:

n/a

Hardware:

NVIDIA Titan X

Detector:

Public

Processing:

Online

Last submitted:

February 02, 2018 (1 year ago)

Published:

January 24, 2019 at 06:23:56 CET

Submissions:

2

Open source:

No

Project page / code:

Reference:

S. Lee, E. Kim. Multiple Object Tracking via Feature Pyramid Siamese Networks. In IEEE ACCESS, 2018.

Benchmark performance:

MOTAMOTPFAFMTMLFPFNID Sw.FragSpecificationsDetector
44.976.61.916.5 % 35.8 % 33,757269,9527,13614,491NVIDIA Titan XPublic
IDF1ID PrecisionID Recall
48.465.938.3

Detailed performance:

Sequence MOTA IDF1 MOTP FAF GT MT ML FP FN ID Sw Frag
MOT17-01-DPM25.031.771.81.1248.3 % 45.8 % 4764,30754212
MOT17-03-DPM37.440.575.58.414814.2 % 23.0 % 12,52751,5301,4403,378
MOT17-06-DPM42.047.273.60.222210.4 % 44.6 % 2416,205385337
MOT17-07-DPM32.539.173.71.9608.3 % 43.3 % 96010,014423610
MOT17-08-DPM22.328.279.01.1767.9 % 52.6 % 66615,496241317
MOT17-12-DPM35.949.576.70.69113.2 % 46.2 % 5524,91492193
MOT17-14-DPM18.928.874.41.31644.3 % 62.2 % 99513,836164461
MOT17-01-FRCNN26.440.376.43.22425.0 % 33.3 % 1,4493,2653076
MOT17-03-FRCNN57.255.977.91.114824.3 % 18.2 % 1,68742,8752361,086
MOT17-06-FRCNN54.856.578.50.422223.0 % 25.2 % 4904,670162347
MOT17-07-FRCNN32.539.674.63.16010.0 % 25.0 % 1,5409,595268592
MOT17-08-FRCNN22.229.979.91.4769.2 % 51.3 % 84815,49191188
MOT17-12-FRCNN36.051.778.20.89113.2 % 47.3 % 6854,80759129
MOT17-14-FRCNN17.231.271.13.91646.1 % 43.9 % 2,95911,858486818
MOT17-01-SDP37.039.773.62.52429.2 % 16.7 % 1,1052,723237288
MOT17-03-SDP71.866.977.70.814843.2 % 9.5 % 1,24127,0281,2272,689
MOT17-06-SDP55.854.175.80.622228.8 % 29.7 % 6684,353193331
MOT17-07-SDP44.343.475.02.16018.3 % 26.7 % 1,0538,061299705
MOT17-08-SDP27.831.278.21.17613.2 % 46.1 % 66414,211383531
MOT17-12-SDP39.954.178.40.99120.9 % 40.7 % 8054,275132203
MOT17-14-SDP29.040.272.22.91645.5 % 35.4 % 2,14610,4385341,000

Raw data:

n/a


FPSN