AM: Online Multi-Object Tracking Using CNN-based Single Object Tracker with Spatial-Temporal Attention Mechanism

ADL-Rundle-3


Benchmark:

MOT15 |

Short name:

AM

Detector:

Public

Description:

n/a

Reference:

Q. Chu, W. Ouyang, H. Li, X. Wang, B. Liu, N. Yu. Online Multi-object Tracking Using CNN-Based Single Object Tracker with Spatial-Temporal Attention Mechanism. In 2017 IEEE International Conference on Computer Vision (ICCV), 2017.

Last submitted:

March 17, 2017 (4 years ago)

Published:

August 13, 2017 at 15:24:27 CET

Submissions:

2

Project page / code:

n/a

Open source:

No

Hardware:

2.4 GHZ, 1 Core, TITAN X

Runtime:

0.5 Hz

Benchmark performance:

Sequence MOTA IDF1 HOTA MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT1534.348.334.582 (11.4)313 (43.4)5,15434,84843.383.839.530.443.269.032.963.674.80.9348 (8.0)1,463 (33.8)

Detailed performance:

Sequence MOTA IDF1 HOTA MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
ADL-Rundle-127.845.434.56151,0005,69738.878.344.627.048.572.529.960.475.62.026181
ADL-Rundle-339.352.435.75137205,41846.786.839.332.742.569.335.365.675.91.236109
AVG-TownCentre37.553.937.932696453,74247.684.143.133.648.266.236.063.573.11.479332
ETH-Crossing26.542.327.91151672128.194.637.121.038.774.021.672.777.90.1012
ETH-Jelmoli43.159.840.89172771,15554.583.344.837.350.371.342.064.277.30.61143
ETH-Linthescher21.132.425.171491636,87223.092.736.317.438.873.317.871.777.50.11554
KITTI-1640.660.639.51318680552.782.843.336.146.567.739.962.874.60.91957
KITTI-1924.350.135.25151,0982,90945.668.939.931.444.563.335.954.371.41.037239
PETS09-S2L247.744.331.0767184,20656.488.325.038.727.963.641.665.273.81.6115356
TUD-Crossing68.681.756.3622531571.496.961.052.064.275.754.774.378.20.1622
Venice-127.347.834.7393063,00834.183.650.423.953.472.325.763.176.00.7458

Raw data: