MHT with Neural Gating using Bilinear LSTM

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:

MHT_bLSTM

Benchmark:

Description:

n/a

Hardware:

Titan X GPU, 3.6GHZ CPU

Detector:

Public

Processing:

Batch

Last submitted:

July 26, 2018 (4 months ago)

Published:

July 26, 2018 at 08:47:57 CET

Submissions:

2

Open source:

No

Project page / code:

n/a

Reference:

C. Kim, F. Li, J. Rehg. Multi-object Tracking with Neural Gating Using Bilinear LSTM. In ECCV, 2018.

Benchmark performance:

MOTAMOTPFAFMTMLFPFNID Sw.FragSpecificationsDetector
47.577.51.518.2 % 41.7 % 25,981268,0422,0693,124Titan X GPU, 3.6GHZ CPUPublic
IDF1ID PrecisionID Recall
51.971.440.8

Detailed performance:

Sequence MOTA IDF1 MOTP FAF GT MT ML FP FN ID Sw Frag
MOT17-01-DPM27.336.371.61.72420.8 % 41.7 % 7853,8683963
MOT17-03-DPM49.453.376.04.914821.6 % 20.3 % 7,27945,363301526
MOT17-06-DPM41.744.974.70.922217.6 % 48.6 % 1,0485,73493131
MOT17-07-DPM33.840.175.11.0606.7 % 51.7 % 48310,579114160
MOT17-08-DPM26.731.779.41.07614.5 % 50.0 % 61314,77586110
MOT17-12-DPM38.948.977.60.69114.3 % 48.4 % 5634,7013143
MOT17-14-DPM21.731.075.40.81644.9 % 62.8 % 60913,77992117
MOT17-01-FRCNN31.950.776.22.82429.2 % 41.7 % 1,2793,0991437
MOT17-03-FRCNN57.058.178.02.014825.7 % 18.9 % 2,94941,907188259
MOT17-06-FRCNN47.650.079.70.922223.0 % 32.9 % 1,0365,038101139
MOT17-07-FRCNN32.739.375.81.9605.0 % 36.7 % 95110,32598171
MOT17-08-FRCNN21.831.180.41.17610.5 % 56.6 % 71015,7554658
MOT17-12-FRCNN34.448.179.30.69112.1 % 53.8 % 5425,1291723
MOT17-14-FRCNN23.535.472.81.91647.3 % 53.0 % 1,45312,557136248
MOT17-01-SDP43.553.175.51.02433.3 % 29.2 % 4553,1543456
MOT17-03-SDP72.567.178.61.314846.6 % 10.1 % 1,98126,541228426
MOT17-06-SDP51.054.578.20.822229.7 % 36.5 % 9424,727110118
MOT17-07-SDP40.543.477.81.46010.0 % 40.0 % 7229,224109153
MOT17-08-SDP28.936.080.11.17615.8 % 48.7 % 71814,189102124
MOT17-12-SDP43.453.180.20.59120.9 % 51.6 % 4174,4662228
MOT17-14-SDP26.034.175.90.61644.3 % 57.3 % 44613,132108134

Raw data:


MHT_bLSTM