notesum.ai

Published at November 15

MOT\_FCG++: Enhanced Representation of Motion and Appearance Features

cs.CV

cs.AI

Released Date: November 15, 2024

Authors: Yanzhao Fang¹

Aff.: ¹Sun Yat-sen University

Arxiv: http://arxiv.org/abs/2411.10028v1

Refer to caption

Tracker	HOTA $\uparrow$	DeTA $\uparrow$	AssA $\uparrow$	MOTA $\uparrow$	IDF1 $\uparrow$	IDP $\uparrow$	IDR $\uparrow$	IDSW $\downarrow$	Rcll $\uparrow$	FP $\downarrow$	FN $\downarrow$
SORT [2]	69.6	73.5	66.5	74.5	77.0	83.5	71.5	867	80.3	5.2	19.7
DeepSORT [12]	71.0	74.8	67.8	75.3	77.3	82.3	72.8	744	82.1	6.3	17.9
MOTDT [38]	71.6	75.0	68.8	75.9	77.8	84.0	72.5	837	81.3	4.9	18.7
OC-SORT [4]	69.3	71.4	67.4	73.9	77.8	87.2	70.2	624	77.4	3.1	22.6
UCMCTrack [39]	77.2	74.1	74.7	75.0	82.0	85.7	75.4	525	83.7	5.4	16.1
Deep-OC-SORT [23]	69.5	71.4	67.8	73.9	77.7	87.1	70.1	621	77.4	3.1	22.6
Hybrid-SORT [25]	71.3	74.3	68.5	73.9	76.8	80.5	73.4	786	82.8	8.4	17.2
Hybrid-SORT-reid [25]	73.0	74.5	71.7	75.2	79.7	85.0	75.0	462	81.9	6.3	18.1
BoT-SORT [1]	76.3	77.2	75.6	77.2	81.4	85.8	77.5	492	83.9	6.3	18.1
Tracktor++ [13]	62.0	62.8	61.4	61.8	67.2	86.8	54.8	636	62.6	2.6	37.4
TransTrack [7]	66.2	72.1	61.2	71.2	70.4	75.1	66.2	1122	80.0	8.1	20.0
ByteTrack [40]	72.6	75.8	69.7	76.3	79.3	83.0	75.1	509	83.0	6.4	17.0
MOT_FCG [24]	74.7	75.4	74.4	80.4	80.5	84.4	76.5	534	80.8	5.5	19.2
MOT_FCG++(ours)	76.1	75.4	77.1	80.4	81.3	85.3	77.7	539	80.8	5.5	19.2