Deep Tracking by Tagging with C3D Encoder

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:

c3d_Track

Benchmark:

Description:

An end-to-end tracking with deep learning. C3D encoder is used for creating features.

Hardware:

3.0GHz,1_Core_and_Titan_X_Pascal

Detector:

Public

Processing:

Online

Last submitted:

April 24, 2019 (4 months ago)

Published:

April 24, 2019 at 20:59:08 CET

Submissions:

1

Open source:

No

Project page / code:

n/a

Reference:

Anonymous submission

Benchmark performance:

MOTAMOTPFAFMTMLFPFNID Sw.FragSpecificationsDetector
41.575.61.910.7 % 48.5 % 33,332292,9313,89011,4543.0GHz,1_Core_and_Titan_X_PascalPublic
IDF1ID PrecisionID Recall
40.257.330.9

Detailed performance:

Sequence MOTA IDF1 MOTP FAF GT MT ML FP FN ID Sw Frag
MOT17-01-DPM20.823.871.31.2248.3 % 50.0 % 5254,54244153
MOT17-03-DPM35.333.273.910.414814.2 % 24.3 % 15,61551,3937352,697
MOT17-06-DPM26.732.570.70.52223.6 % 65.8 % 5427,955144264
MOT17-07-DPM23.326.872.74.0606.7 % 45.0 % 1,99110,779184495
MOT17-08-DPM14.321.177.32.7761.3 % 57.9 % 1,69116,289119272
MOT17-12-DPM27.338.875.81.0916.6 % 62.6 % 9085,33559170
MOT17-14-DPM11.915.572.81.01640.6 % 73.2 % 71415,395170376
MOT17-01-FRCNN26.736.976.42.72416.7 % 41.7 % 1,2173,4852988
MOT17-03-FRCNN56.147.377.51.114823.6 % 20.3 % 1,67043,967294989
MOT17-06-FRCNN42.646.076.40.222211.3 % 46.8 % 2846,295184227
MOT17-07-FRCNN31.734.775.02.1606.7 % 31.7 % 1,03410,360145444
MOT17-08-FRCNN21.628.280.41.0767.9 % 56.6 % 59715,90562129
MOT17-12-FRCNN38.548.278.60.29113.2 % 60.4 % 2065,1081975
MOT17-14-FRCNN15.023.471.42.11641.2 % 61.0 % 1,55013,732422694
MOT17-01-SDP41.837.473.31.42425.0 % 20.8 % 6193,07954222
MOT17-03-SDP68.155.976.01.014837.8 % 12.2 % 1,56731,4983632,283
MOT17-06-SDP41.844.573.50.422213.1 % 51.8 % 4356,240182235
MOT17-07-SDP42.139.474.61.36010.0 % 36.7 % 6569,004125509
MOT17-08-SDP27.030.577.80.67610.5 % 48.7 % 35114,97099292
MOT17-12-SDP41.252.678.00.39114.3 % 60.4 % 2454,81341116
MOT17-14-SDP23.628.172.11.21641.8 % 53.0 % 91512,787416724

Raw data:

n/a


c3d_Track