FeatureSORT: FeatureSORT: Essential Features for Effective Tracking


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Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Benchmark:

MOT16 | MOT17 | MOT20 |

Short name:

FeatureSORT

Detector:

Public

Description:

We introduce a novel tracker designed for online multiple object tracking with a focus on using multiple feature modules each of which stands for a particular appearance information. By integrating distinct appearance features, including clothing color, style, and target direction, alongside a ReID network for robust
embedding extraction, our tracker achieves SOTA results.

Reference:

H. Hashempoor, R. Koikara, Y. Hwang. FeatureSORT: Essential Features for Effective Tracking. In , 2024.

Last submitted:

July 09, 2024 (1 month ago)

Published:

July 09, 2024 at 04:06:14 CET

Submissions:

1

Project page / code:

Open source:

Yes

Hardware:

2.1 GHZ, 8 Core

Runtime:

4.8 Hz

Benchmark performance:

Sequence MOTA IDF1 HOTA MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT2076.675.161.3832 (67.0)142 (11.4)25,08395,02781.694.460.162.766.376.168.178.783.65.61,081 (0.0)1,250 (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
MOT20-0487.383.868.25582012,09022,30291.995.465.571.172.078.077.080.084.15.8289381
MOT20-0664.063.552.0131696,96240,34669.693.051.253.057.172.257.576.882.86.9428450
MOT20-0782.375.664.88731,9143,82288.593.961.269.166.877.775.880.485.43.3113113
MOT20-0857.559.646.656504,11728,55763.192.246.646.952.471.151.074.581.85.1251306

Raw data:


FeatureSORT