CJMODT: Center-based Multiple Objects Joint Detecting and Tracking

MOT17-01-DPM


Benchmark:

MOT17 |

Short name:

CJMODT

Detector:

Public

Description:

In this study, a new joint multiple objects detecting and tracking algorithm is proposed. It mainly designs a Center-based feature extraction model. ConvGRU module is applied to learn a permanant representations under severe objects occlusions.

Reference:

Last submitted:

February 16, 2022 (7 months ago)

Published:

February 16, 2022 at 09:49:52 CET

Submissions:

1

Project page / code:

n/a

Open source:

No

Hardware:

2.1 GHZ, 16 Core

Runtime:

48.4 Hz

Benchmark performance:

Sequence MOTA IDF1 HOTA MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT1770.366.153.7903 (38.3)471 (20.0)28,662135,01576.193.751.956.158.670.461.075.281.41.64,098 (0.0)6,753 (0.0)

Detailed performance:

Sequence MOTA IDF1 HOTA MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT17-01-DPM41.843.938.5961,0742,63959.178.036.940.541.369.148.564.082.52.44484
MOT17-01-FRCNN41.843.938.5961,0742,63959.178.036.940.541.369.148.564.082.52.44484
MOT17-01-SDP41.843.938.5961,0742,63959.178.036.940.541.369.148.564.082.52.44484
MOT17-03-DPM88.580.863.712612,8779,04191.497.160.268.166.575.372.877.481.01.9145483
MOT17-03-FRCNN88.580.863.712612,8779,04191.497.160.268.166.575.372.877.481.01.9145483
MOT17-03-SDP88.580.863.712612,8779,04191.497.160.268.166.575.372.877.481.01.9145483
MOT17-06-DPM58.345.038.079467833,91266.891.029.948.847.844.253.773.181.40.7221285
MOT17-06-FRCNN58.345.038.079467833,91266.891.029.948.847.844.253.773.181.40.7221285
MOT17-06-SDP58.345.038.079467833,91266.891.029.948.847.844.253.773.181.40.7221285
MOT17-07-DPM54.142.636.51851,5116,01064.487.830.445.234.260.150.869.380.33.0241408
MOT17-07-FRCNN54.142.636.51851,5116,01064.487.830.445.234.260.150.869.380.33.0241408
MOT17-07-SDP54.142.636.51851,5116,01064.487.830.445.234.260.150.869.380.33.0241408
MOT17-08-DPM37.737.534.1152277612,20842.292.035.033.840.363.635.878.084.31.2172283
MOT17-08-FRCNN37.737.534.1152277612,20842.292.035.033.840.363.635.878.084.31.2172283
MOT17-08-SDP37.737.534.1152277612,20842.292.035.033.840.363.635.878.084.31.2172283
MOT17-12-DPM49.258.949.324311,0513,31061.883.653.645.562.673.652.571.085.01.24178
MOT17-12-FRCNN49.258.949.324311,0513,31061.883.653.645.562.673.652.571.085.01.24178
MOT17-12-SDP49.258.949.324311,0513,31061.883.653.645.562.673.652.571.085.01.24178
MOT17-14-DPM46.645.135.630461,4827,88557.387.731.340.936.055.745.569.580.22.0502630
MOT17-14-FRCNN46.645.135.630461,4827,88557.387.731.340.936.055.745.569.580.22.0502630
MOT17-14-SDP46.645.135.630461,4827,88557.387.731.340.936.055.745.569.580.22.0502630

Raw data: