MHT_bLSTM: MHT with Neural Gating using Bilinear LSTM


Video not available.

Benchmark:

MOT17 |

Short name:

MHT_bLSTM

Detector:

Public

Description:

n/a

Reference:

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

Last submitted:

July 26, 2018 (2 years ago)

Published:

July 26, 2018 at 08:47:57 CET

Submissions:

2

Project page / code:

n/a

Open source:

No

Hardware:

Titan X GPU, 3.6GHZ CPU

Runtime:

1.9 Hz

Benchmark performance:

Sequence MOTA IDF1 MOTP MT ML FP FN Recall Precision FAF ID Sw. Frag
MOT1747.551.977.5429 (18.2)981 (41.7)25,981268,04252.591.91.52,069 (39.4)3,124 (59.5)

Detailed performance:

Sequence MOTA IDF1 MOTP MT ML FP FN Recall Precision FAF ID Sw. Frag
MOT17-01-DPM27.336.371.65107853,86840.076.71.73963
MOT17-01-FRCNN31.950.776.27101,2793,09952.072.42.81437
MOT17-01-SDP43.553.175.5874553,15451.187.91.03456
MOT17-03-DPM49.453.376.032307,27945,36356.789.14.9301526
MOT17-03-FRCNN57.058.178.038282,94941,90760.095.52.0188259
MOT17-03-SDP72.567.178.669151,98126,54174.697.51.3228426
MOT17-06-DPM41.744.974.7391081,0485,73451.385.20.993131
MOT17-06-FRCNN47.650.079.751731,0365,03857.286.70.9101139
MOT17-06-SDP51.054.578.266819424,72759.988.20.8110118
MOT17-07-DPM33.840.175.143148310,57937.492.91.0114160
MOT17-07-FRCNN32.739.375.832295110,32538.987.41.998171
MOT17-07-SDP40.543.477.86247229,22445.491.41.4109153
MOT17-08-DPM26.731.779.4113861314,77530.191.21.086110
MOT17-08-FRCNN21.831.180.484371015,75525.488.31.14658
MOT17-08-SDP28.936.080.1123771814,18932.890.61.1102124
MOT17-12-DPM38.948.977.613445634,70145.887.60.63143
MOT17-12-FRCNN34.448.179.311495425,12940.886.70.61723
MOT17-12-SDP43.453.180.219474174,46648.591.00.52228
MOT17-14-DPM21.731.075.4810360913,77925.588.50.892117
MOT17-14-FRCNN23.535.472.812871,45312,55732.180.31.9136248
MOT17-14-SDP26.034.175.979444613,13229.092.30.6108134

Raw data:


MHT_bLSTM