Multi-Object Tracking on SportsMOT

Metric: MOTA (higher is better)

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#	Model↕	MOTA▼	Extra Data	Paper	Date↕	Code
1	AED	97.1	Yes	Associate Everything Detected: Facilitating Trac...	2024-09-14	Code
2	ETTrack	96.8	No	ETTrack: Enhanced Temporal Motion Predictor for ...	2024-05-24	-
3	MoveSORT	96.7	Yes	Beyond Kalman Filters: Deep Learning-Based Filte...	2024-02-15	Code
4	Deep HM-SORT	96.6	Yes	Deep HM-SORT: Enhancing Multi-Object Tracking in...	2024-06-17	-
5	MotionTrack	96.6	No	MotionTrack: Learning Motion Predictor for Multi...	2023-06-05	-
6	DeepMoveSORT	96.5	Yes	Engineering an Efficient Object Tracker for Non-...	2024-06-30	-
7	MixSort-OC	96.5	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
8	OC-SORT	96.5	Yes	Observation-Centric SORT: Rethinking SORT for Ro...	2022-03-27	Code
9	DeepEIoU + GTA	96.3	Yes	GTA: Global Tracklet Association for Multi-Objec...	2024-11-12	Code
10	CAMELTrack (fully online)	96.3	No	CAMELTrack: Context-Aware Multi-cue ExpLoitation...	2025-05-02	Code
11	Deep-EIoU	96.3	Yes	Iterative Scale-Up ExpansionIoU and Deep Feature...	2023-06-22	Code
12	MixSort-Byte	96.2	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
13	ByteTrack	95.9	Yes	ByteTrack: Multi-Object Tracking by Associating ...	2021-10-13	Code
14	MambaMOT	94.9	Yes	MambaMOT: State-Space Model as Motion Predictor ...	2024-03-16	-
15	TransTrack	92.6	Yes	TransTrack: Multiple Object Tracking with Transf...	2020-12-31	Code
16	MeMOTR	91.5	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
17	CenterTrack	90.8	Yes	Tracking Objects as Points	2020-04-02	Code
18	MeMOTR (Deformable-DETR)	90.2	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
19	QDTrack	90.1	No	Quasi-Dense Similarity Learning for Multiple Obj...	2020-06-11	Code
20	FairMOT	86.4	No	FairMOT: On the Fairness of Detection and Re-Ide...	2020-04-04	Code
21	GTR	67.9	Yes	Global Tracking Transformers	2022-03-24	Code

#1AEDSOTA
97.1
MOTA· Extra Data· 2024-09-14
Associate Everything Detected: Facilitating Tracking-by-Detection to the Unknown Code
#2ETTrackSOTA
96.8
MOTA· 2024-05-24
ETTrack: Enhanced Temporal Motion Predictor for Multi-Object Tracking
#3MoveSORTSOTA
96.7
MOTA· Extra Data· 2024-02-15
Beyond Kalman Filters: Deep Learning-Based Filters for Improved Object Tracking Code
#4Deep HM-SORT
96.6
MOTA· Extra Data· 2024-06-17
Deep HM-SORT: Enhancing Multi-Object Tracking in Sports with Deep Features, Harmonic Mean, and Expansion IOU
#5MotionTrackSOTA
96.6
MOTA· 2023-06-05
MotionTrack: Learning Motion Predictor for Multiple Object Tracking
#6DeepMoveSORT
96.5
MOTA· Extra Data· 2024-06-30
Engineering an Efficient Object Tracker for Non-Linear Motion
#7MixSort-OC
96.5
MOTA· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#8OC-SORTSOTA
96.5
MOTA· Extra Data· 2022-03-27
Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking Code
#9DeepEIoU + GTA
96.3
MOTA· Extra Data· 2024-11-12
GTA: Global Tracklet Association for Multi-Object Tracking in Sports Code
#10CAMELTrack (fully online)
96.3
MOTA· 2025-05-02
CAMELTrack: Context-Aware Multi-cue ExpLoitation for Online Multi-Object Tracking Code
#11Deep-EIoU
96.3
MOTA· Extra Data· 2023-06-22
Iterative Scale-Up ExpansionIoU and Deep Features Association for Multi-Object Tracking in Sports Code
#12MixSort-Byte
96.2
MOTA· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#13ByteTrackSOTA
95.9
MOTA· Extra Data· 2021-10-13
ByteTrack: Multi-Object Tracking by Associating Every Detection Box Code
#14MambaMOT
94.9
MOTA· Extra Data· 2024-03-16
MambaMOT: State-Space Model as Motion Predictor for Multi-Object Tracking
#15TransTrackSOTA
92.6
MOTA· Extra Data· 2020-12-31
TransTrack: Multiple Object Tracking with Transformer Code
#16MeMOTR
91.5
MOTA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#17CenterTrackSOTA
90.8
MOTA· Extra Data· 2020-04-02
Tracking Objects as Points Code
#18MeMOTR (Deformable-DETR)
90.2
MOTA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#19QDTrack
90.1
MOTA· 2020-06-11
Quasi-Dense Similarity Learning for Multiple Object Tracking Code
#20FairMOT
86.4
MOTA· 2020-04-04
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking Code
#21GTR
67.9
MOTA· Extra Data· 2022-03-24
Global Tracking Transformers Code