Object Tracking on MOT20

Metric: MOTA (higher is better)

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#	Model↕	MOTA▼	Extra Data	Paper	Date↕	Code
1	SMILEtrack	78.2	Yes	SMILEtrack: SiMIlarity LEarning for Occlusion-Aw...	2022-11-16	Code
2	SparseTrack	78.2	Yes	SparseTrack: Multi-Object Tracking by Performing...	2023-06-08	Code
3	TrackTrack	78	Yes	-	-	Code
4	BoT-SORT	77.8	Yes	BoT-SORT: Robust Associations Multi-Pedestrian T...	2022-06-29	Code
5	ByteTrack	77.8	Yes	ByteTrack: Multi-Object Tracking by Associating ...	2021-10-13	Code
6	BoostTrack++	77.7	No	BoostTrack++: using tracklet information to dete...	2024-08-23	Code
7	STGT	77.5	Yes	TransMOT: Spatial-Temporal Graph Transformer for...	2021-04-01	-
8	BoostTrack+	77.2	Yes	-	-	Code
9	CMTrack	76.2	Yes	-	-	Code
10	OC-SORT	75.9	Yes	Observation-Centric SORT: Rethinking SORT for Ro...	2022-03-27	Code
11	Deep OC-SORT	75.6	Yes	Deep OC-SORT: Multi-Pedestrian Tracking by Adapt...	2023-02-23	Code
12	AdapTrack	75	Yes	-	-	Code
13	SFSORT	75	No	SFSORT: Scene Features-based Simple Online Real-...	2024-04-11	Code
14	StrongSORT	73.8	Yes	StrongSORT: Make DeepSORT Great Again	2022-02-28	Code
15	STC_pub	73	No	Strong-TransCenter: Improved Multi-Object Tracki...	2022-10-24	Code
16	IMM-JHSE	72.82	No	One Homography is All You Need: IMM-based Joint ...	2024-09-04	Code
17	SGT	72.8	Yes	Detection Recovery in Online Multi-Object Tracki...	2022-05-02	Code
18	SimpleTrack	72.6	Yes	SimpleTrack: Rethinking and Improving the JDE Ap...	2022-03-08	Code
19	TransCenter	72.4	Yes	TransCenter: Transformers with Dense Representat...	2021-03-28	Code
20	OUTrack_fm	68.5	Yes	Online Multi-Object Tracking with Unsupervised R...	2022-01-04	-
21	FCG	68	Yes	Multiple Object Tracking from appearance by hier...	2022-10-07	Code
22	GSDT	67.1	No	Joint Object Detection and Multi-Object Tracking...	2020-06-23	Code
23	FairMOT	61.8	Yes	FairMOT: On the Fairness of Detection and Re-Ide...	2020-04-04	Code
24	LMOT	59.1	Yes	-	-	Code
25	MPNTrack	57.6	No	-	-	Code
26	HopTrack[Embedded GPU]	45.6	No	HopTrack: A Real-time Multi-Object Tracking Syst...	2024-11-01	Code

#1SMILEtrackSOTA
78.2
MOTA· Extra Data· 2022-11-16
SMILEtrack: SiMIlarity LEarning for Occlusion-Aware Multiple Object Tracking Code
#2SparseTrack
78.2
MOTA· Extra Data· 2023-06-08
SparseTrack: Multi-Object Tracking by Performing Scene Decomposition based on Pseudo-Depth Code
#3TrackTrack
78
MOTA· Extra Data
No paperCode
#4BoT-SORT
77.8
MOTA· Extra Data· 2022-06-29
BoT-SORT: Robust Associations Multi-Pedestrian Tracking Code
#5ByteTrackSOTA
77.8
MOTA· Extra Data· 2021-10-13
ByteTrack: Multi-Object Tracking by Associating Every Detection Box Code
#6BoostTrack++
77.7
MOTA· 2024-08-23
BoostTrack++: using tracklet information to detect more objects in multiple object tracking Code
#7STGTSOTA
77.5
MOTA· Extra Data· 2021-04-01
TransMOT: Spatial-Temporal Graph Transformer for Multiple Object Tracking
#8BoostTrack+
77.2
MOTA· Extra Data
No paperCode
#9CMTrack
76.2
MOTA· Extra Data
No paperCode
#10OC-SORT
75.9
MOTA· Extra Data· 2022-03-27
Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking Code
#11Deep OC-SORT
75.6
MOTA· Extra Data· 2023-02-23
Deep OC-SORT: Multi-Pedestrian Tracking by Adaptive Re-Identification Code
#12AdapTrack
75
MOTA· Extra Data
No paperCode
#13SFSORT
75
MOTA· 2024-04-11
SFSORT: Scene Features-based Simple Online Real-Time Tracker Code
#14StrongSORT
73.8
MOTA· Extra Data· 2022-02-28
StrongSORT: Make DeepSORT Great Again Code
#15STC_pub
73
MOTA· 2022-10-24
Strong-TransCenter: Improved Multi-Object Tracking based on Transformers with Dense Representations Code
#16IMM-JHSE
72.82
MOTA· 2024-09-04
One Homography is All You Need: IMM-based Joint Homography and Multiple Object State Estimation Code
#17SGT
72.8
MOTA· Extra Data· 2022-05-02
Detection Recovery in Online Multi-Object Tracking with Sparse Graph Tracker Code
#18SimpleTrack
72.6
MOTA· Extra Data· 2022-03-08
SimpleTrack: Rethinking and Improving the JDE Approach for Multi-Object Tracking Code
#19TransCenterSOTA
72.4
MOTA· Extra Data· 2021-03-28
TransCenter: Transformers with Dense Representations for Multiple-Object Tracking Code
#20OUTrack_fm
68.5
MOTA· Extra Data· 2022-01-04
Online Multi-Object Tracking with Unsupervised Re-Identification Learning and Occlusion Estimation
#21FCG
68
MOTA· Extra Data· 2022-10-07
Multiple Object Tracking from appearance by hierarchically clustering tracklets Code
#22GSDTSOTA
67.1
MOTA· 2020-06-23
Joint Object Detection and Multi-Object Tracking with Graph Neural Networks Code
#23FairMOTSOTA
61.8
MOTA· Extra Data· 2020-04-04
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking Code
#24LMOT
59.1
MOTA· Extra Data
No paperCode
#25MPNTrack
57.6
MOTA
No paperCode
#26HopTrack[Embedded GPU]
45.6
MOTA· 2024-11-01
HopTrack: A Real-time Multi-Object Tracking System for Embedded Devices Code