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 HOTA MOTP MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT1747.551.941.077.5429 (18.2)981 (41.7)25,981268,04252.591.942.839.547.373.842.273.880.41.52,069 (39.4)3,124 (59.5)

Detailed performance:

Sequence MOTA IDF1 HOTA MOTP MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT17-01-DPM27.336.328.071.65107853,86840.076.729.027.335.061.630.658.775.71.73963
MOT17-01-FRCNN31.950.741.776.27101,2793,09952.072.449.135.755.374.242.859.678.72.81437
MOT17-01-SDP43.553.141.775.5874553,15451.187.947.037.253.972.940.469.578.91.03456
MOT17-03-DPM49.453.340.376.032307,27945,36356.789.139.741.042.374.544.770.379.14.9301526
MOT17-03-FRCNN57.058.144.978.038282,94941,90760.095.544.545.747.476.648.276.881.02.0188259
MOT17-03-SDP72.567.153.478.669151,98126,54174.697.549.957.452.877.160.378.881.41.3228426
MOT17-06-DPM41.744.934.974.7391081,0485,73451.385.233.836.256.450.740.166.578.10.993131
MOT17-06-FRCNN47.650.040.479.751731,0365,03857.286.737.943.158.056.747.672.181.80.9101139
MOT17-06-SDP51.054.542.678.266819424,72759.988.241.743.758.460.348.371.181.00.8110118
MOT17-07-DPM33.840.131.575.143148310,57937.492.935.428.137.473.729.372.878.51.0114160
MOT17-07-FRCNN32.739.331.975.832295110,32538.987.435.129.637.970.931.570.778.61.998171
MOT17-07-SDP40.543.435.277.86247229,22445.491.436.034.539.169.636.773.880.41.4109153
MOT17-08-DPM26.731.727.979.4113861314,77530.191.232.823.836.171.424.875.281.61.086110
MOT17-08-FRCNN21.831.127.780.484371015,75525.488.337.920.443.074.621.373.982.41.14658
MOT17-08-SDP28.936.032.480.1123771814,18932.890.640.625.944.973.127.275.182.11.1102124
MOT17-12-DPM38.948.938.377.613445634,70145.887.643.234.154.667.036.970.580.10.63143
MOT17-12-FRCNN34.448.137.279.311495425,12940.886.744.830.955.067.633.571.181.80.61723
MOT17-12-SDP43.453.143.280.219474174,46648.591.050.037.560.071.240.175.282.50.52228
MOT17-14-DPM21.731.023.475.4810360913,77925.588.528.819.130.375.219.969.378.40.892117
MOT17-14-FRCNN23.535.426.672.812871,45312,55732.180.330.823.434.368.325.363.376.11.9136248
MOT17-14-SDP26.034.125.275.979444613,13229.092.329.421.831.874.922.772.379.50.6108134

Raw data: