Object Tracking on MOT16

Metric: MOTA (higher is better)

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#	Model↕	MOTA▼	Extra Data	Paper	Date↕	Code
1	PPTracking	77.7	Yes	PP-YOLOE: An evolved version of YOLO	2022-03-30	Code
2	PP-Tracking	77.7	No	PP-YOLOE: An evolved version of YOLO	2022-03-30	Code
3	ReMOT	76.9	No	ReMOTS: Self-Supervised Refining Multi-Object Tr...	2020-07-07	-
4	SGT	76.8	Yes	Detection Recovery in Online Multi-Object Tracki...	2022-05-02	Code
5	STGT	76.7	Yes	TransMOT: Spatial-Temporal Graph Transformer for...	2021-04-01	-
6	FairMOT	74.9	Yes	FairMOT: On the Fairness of Detection and Re-Ide...	2020-04-04	Code
7	UniTrack	74.7	No	Do Different Tracking Tasks Require Different Ap...	2021-07-05	Code
8	OUTrack_fm	74.2	Yes	Online Multi-Object Tracking with Unsupervised R...	2022-01-04	-
9	LMOT	73.2	Yes	-	-	Code
10	TraDeS	70.1	Yes	Track to Detect and Segment: An Online Multi-Obj...	2021-03-16	Code
11	QDTrack	69.8	No	Quasi-Dense Similarity Learning for Multiple Obj...	2020-06-11	Code
12	DEFT	68.03	No	DEFT: Detection Embeddings for Tracking	2021-02-03	Code
13	TraDeS	67.7	No	Track to Detect and Segment: An Online Multi-Obj...	2021-03-16	Code
14	MOTR	66.8	No	MOTR: End-to-End Multiple-Object Tracking with T...	2021-05-07	Code
15	GSDT	66.7	No	Joint Object Detection and Multi-Object Tracking...	2020-06-23	Code
16	JDE	64.4	Yes	Towards Real-Time Multi-Object Tracking	2019-09-27	Code
17	HopTrack[Embedded GPU]	63.12	No	HopTrack: A Real-time Multi-Object Tracking Syst...	2024-11-01	Code
18	Lif_T	61.3	No	Lifted Disjoint Paths with Application in Multip...	2020-06-25	Code
19	MPNTrack	58.6	No	-	-	Code
20	DeepMOT-Tracktor	54.8	No	How To Train Your Deep Multi-Object Tracker	2019-06-15	Code
21	Tracktor++	54.4	No	Tracking without bells and whistles	2019-03-13	Code
22	MOTDT	50.9	No	Real-time Multiple People Tracking with Deeply L...	2018-09-12	Code
23	TNT	49.2	No	Exploit the Connectivity: Multi-Object Tracking ...	2018-11-18	Code
24	GCRA	48.2	No	Trajectory Factory: Tracklet Cleaving and Re-con...	2018-04-12	-
25	FWT	47.8	No	Fusion of Head and Full-Body Detectors for Multi...	2017-05-23	-
26	MOTDT	47.6	No	Real-time Multiple People Tracking with Deeply L...	2018-09-12	Code
27	NOMT	46.4	No	Near-Online Multi-target Tracking with Aggregate...	2015-04-09	-
28	DMMOT	46.1	No	Online Multi-Object Tracking with Dual Matching ...	2019-02-02	Code
29	DMAN	46.1	No	Online Multi-Object Tracking with Dual Matching ...	2019-02-02	Code

#1PPTrackingSOTA
77.7
MOTA· Extra Data· 2022-03-30
PP-YOLOE: An evolved version of YOLO Code
#2PP-Tracking
77.7
MOTA· 2022-03-30
PP-YOLOE: An evolved version of YOLO Code
#3ReMOTSOTA
76.9
MOTA· 2020-07-07
ReMOTS: Self-Supervised Refining Multi-Object Tracking and Segmentation
#4SGT
76.8
MOTA· Extra Data· 2022-05-02
Detection Recovery in Online Multi-Object Tracking with Sparse Graph Tracker Code
#5STGT
76.7
MOTA· Extra Data· 2021-04-01
TransMOT: Spatial-Temporal Graph Transformer for Multiple Object Tracking
#6FairMOTSOTA
74.9
MOTA· Extra Data· 2020-04-04
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking Code
#7UniTrack
74.7
MOTA· 2021-07-05
Do Different Tracking Tasks Require Different Appearance Models?Code
#8OUTrack_fm
74.2
MOTA· Extra Data· 2022-01-04
Online Multi-Object Tracking with Unsupervised Re-Identification Learning and Occlusion Estimation
#9LMOT
73.2
MOTA· Extra Data
No paperCode
#10TraDeS
70.1
MOTA· Extra Data· 2021-03-16
Track to Detect and Segment: An Online Multi-Object Tracker Code
#11QDTrack
69.8
MOTA· 2020-06-11
Quasi-Dense Similarity Learning for Multiple Object Tracking Code
#12DEFT
68.03
MOTA· 2021-02-03
DEFT: Detection Embeddings for Tracking Code
#13TraDeS
67.7
MOTA· 2021-03-16
Track to Detect and Segment: An Online Multi-Object Tracker Code
#14MOTR
66.8
MOTA· 2021-05-07
MOTR: End-to-End Multiple-Object Tracking with Transformer Code
#15GSDT
66.7
MOTA· 2020-06-23
Joint Object Detection and Multi-Object Tracking with Graph Neural Networks Code
#16JDESOTA
64.4
MOTA· Extra Data· 2019-09-27
Towards Real-Time Multi-Object Tracking Code
#17HopTrack[Embedded GPU]
63.12
MOTA· 2024-11-01
HopTrack: A Real-time Multi-Object Tracking System for Embedded Devices Code
#18Lif_T
61.3
MOTA· 2020-06-25
Lifted Disjoint Paths with Application in Multiple Object Tracking Code
#19MPNTrack
58.6
MOTA
No paperCode
#20DeepMOT-TracktorSOTA
54.8
MOTA· 2019-06-15
How To Train Your Deep Multi-Object Tracker Code
#21Tracktor++SOTA
54.4
MOTA· 2019-03-13
Tracking without bells and whistles Code
#22MOTDTSOTA
50.9
MOTA· 2018-09-12
Real-time Multiple People Tracking with Deeply Learned Candidate Selection and Person Re-Identification Code
#23TNT
49.2
MOTA· 2018-11-18
Exploit the Connectivity: Multi-Object Tracking with TrackletNet Code
#24GCRASOTA
48.2
MOTA· 2018-04-12
Trajectory Factory: Tracklet Cleaving and Re-connection by Deep Siamese Bi-GRU for Multiple Object Tracking
#25FWTSOTA
47.8
MOTA· 2017-05-23
Fusion of Head and Full-Body Detectors for Multi-Object Tracking
#26MOTDT
47.6
MOTA· 2018-09-12
Real-time Multiple People Tracking with Deeply Learned Candidate Selection and Person Re-Identification Code
#27NOMTSOTA
46.4
MOTA· 2015-04-09
Near-Online Multi-target Tracking with Aggregated Local Flow Descriptor
#28DMMOT
46.1
MOTA· 2019-02-02
Online Multi-Object Tracking with Dual Matching Attention Networks Code
#29DMAN
46.1
MOTA· 2019-02-02
Online Multi-Object Tracking with Dual Matching Attention Networks Code