Object Tracking on SportsMOT

Metric: IDF1 (higher is better)

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#	Model↕	IDF1▼	Extra Data	Paper	Date↕	Code
1	DeepEIoU + GTA	86.5	Yes	GTA: Global Tracklet Association for Multi-Objec...	2024-11-12	Code
2	DeepEIoU + GTA	86.5	Yes	GTA: Global Tracklet Association for Multi-Objec...	2024-11-12	Code
3	Deep HM-SORT	85.2	Yes	Deep HM-SORT: Enhancing Multi-Object Tracking in...	2024-06-17	-
4	Deep HM-SORT	85.2	Yes	Deep HM-SORT: Enhancing Multi-Object Tracking in...	2024-06-17	-
5	CAMELTrack (fully online)	84.8	No	CAMELTrack: Context-Aware Multi-cue ExpLoitation...	2025-05-02	Code
6	HAT-FastReID-MOT	84.7	Yes	History-Aware Transformation of ReID Features fo...	2025-03-16	Code
7	AED	81.8	Yes	Associate Everything Detected: Facilitating Trac...	2024-09-14	Code
8	AED	81.8	Yes	Associate Everything Detected: Facilitating Trac...	2024-09-14	Code
9	DeepMoveSORT	81.7	Yes	Engineering an Efficient Object Tracker for Non-...	2024-06-30	-
10	DeepMoveSORT	81.7	No	Engineering an Efficient Object Tracker for Non-...	2024-06-30	-
11	Deep-EIoU	79.8	Yes	Iterative Scale-Up ExpansionIoU and Deep Feature...	2023-06-22	Code
12	Deep-EIoU	79.8	Yes	Iterative Scale-Up ExpansionIoU and Deep Feature...	2023-06-22	Code
13	MOTIP (Deformable DETR, with SportsMOT val)	78.2	Yes	Multiple Object Tracking as ID Prediction	2024-03-25	Code
14	MoveSORT	76.9	Yes	Beyond Kalman Filters: Deep Learning-Based Filte...	2024-02-15	Code
15	MoveSORT	76.9	Yes	Beyond Kalman Filters: Deep Learning-Based Filte...	2024-02-15	Code
16	MOTIP (Deformable DETR)	75	No	Multiple Object Tracking as ID Prediction	2024-03-25	Code
17	ETTrack	74.5	No	ETTrack: Enhanced Temporal Motion Predictor for ...	2024-05-24	-
18	TrackSSM	74.5	No	TrackSSM: A General Motion Predictor by State-Sp...	2024-08-31	Code
19	MixSort-OC	74.4	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
20	MixSort-OC	74.4	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
21	MixSort-Byte	74.1	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
22	MixSort-Byte	74.1	Yes	SportsMOT: A Large Multi-Object Tracking Dataset...	2023-04-11	Code
23	MotionTrack	74	No	MotionTrack: Learning Motion Predictor for Multi...	2023-06-05	-
24	OC-SORT	74	Yes	Observation-Centric SORT: Rethinking SORT for Ro...	2022-03-27	Code
25	OC-SORT	74	Yes	Observation-Centric SORT: Rethinking SORT for Ro...	2022-03-27	Code
26	TransTrack	71.5	Yes	TransTrack: Multiple Object Tracking with Transf...	2020-12-31	Code
27	MeMOTR	71.4	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
28	ByteTrack	71.4	Yes	ByteTrack: Multi-Object Tracking by Associating ...	2021-10-13	Code
29	MeMOTR	71.4	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
30	ByteTrack	71.4	Yes	ByteTrack: Multi-Object Tracking by Associating ...	2021-10-13	Code
31	MambaMOT	71.1	Yes	MambaMOT: State-Space Model as Motion Predictor ...	2024-03-16	-
32	MambaMOT	71.1	Yes	MambaMOT: State-Space Model as Motion Predictor ...	2024-03-16	-
33	MeMOTR (Deformable-DETR)	69.9	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
34	MeMOTR (Deformable-DETR)	69.9	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
35	QDTrack	62.3	No	Quasi-Dense Similarity Learning for Multiple Obj...	2020-06-11	Code
36	QDTrack	62.3	No	Quasi-Dense Similarity Learning for Multiple Obj...	2020-06-11	Code
37	CenterTrack	60	Yes	Tracking Objects as Points	2020-04-02	Code
38	CenterTrack	60	Yes	Tracking Objects as Points	2020-04-02	Code
39	GTR	55.8	Yes	Global Tracking Transformers	2022-03-24	Code
40	FairMOT	53.5	No	FairMOT: On the Fairness of Detection and Re-Ide...	2020-04-04	Code
41	FairMOT	53.5	No	FairMOT: On the Fairness of Detection and Re-Ide...	2020-04-04	Code

#1DeepEIoU + GTASOTA
86.5
IDF1· Extra Data· 2024-11-12
GTA: Global Tracklet Association for Multi-Object Tracking in Sports Code
#2DeepEIoU + GTA
86.5
IDF1· Extra Data· 2024-11-12
GTA: Global Tracklet Association for Multi-Object Tracking in Sports Code
#3Deep HM-SORTSOTA
85.2
IDF1· Extra Data· 2024-06-17
Deep HM-SORT: Enhancing Multi-Object Tracking in Sports with Deep Features, Harmonic Mean, and Expansion IOU
#4Deep HM-SORT
85.2
IDF1· Extra Data· 2024-06-17
Deep HM-SORT: Enhancing Multi-Object Tracking in Sports with Deep Features, Harmonic Mean, and Expansion IOU
#5CAMELTrack (fully online)
84.8
IDF1· 2025-05-02
CAMELTrack: Context-Aware Multi-cue ExpLoitation for Online Multi-Object Tracking Code
#6HAT-FastReID-MOT
84.7
IDF1· Extra Data· 2025-03-16
History-Aware Transformation of ReID Features for Multiple Object Tracking Code
#7AED
81.8
IDF1· Extra Data· 2024-09-14
Associate Everything Detected: Facilitating Tracking-by-Detection to the Unknown Code
#8AED
81.8
IDF1· Extra Data· 2024-09-14
Associate Everything Detected: Facilitating Tracking-by-Detection to the Unknown Code
#9DeepMoveSORT
81.7
IDF1· Extra Data· 2024-06-30
Engineering an Efficient Object Tracker for Non-Linear Motion
#10DeepMoveSORT
81.7
IDF1· 2024-06-30
Engineering an Efficient Object Tracker for Non-Linear Motion
#11Deep-EIoUSOTA
79.8
IDF1· Extra Data· 2023-06-22
Iterative Scale-Up ExpansionIoU and Deep Features Association for Multi-Object Tracking in Sports Code
#12Deep-EIoU
79.8
IDF1· Extra Data· 2023-06-22
Iterative Scale-Up ExpansionIoU and Deep Features Association for Multi-Object Tracking in Sports Code
#13MOTIP (Deformable DETR, with SportsMOT val)
78.2
IDF1· Extra Data· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#14MoveSORT
76.9
IDF1· Extra Data· 2024-02-15
Beyond Kalman Filters: Deep Learning-Based Filters for Improved Object Tracking Code
#15MoveSORT
76.9
IDF1· Extra Data· 2024-02-15
Beyond Kalman Filters: Deep Learning-Based Filters for Improved Object Tracking Code
#16MOTIP (Deformable DETR)
75
IDF1· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#17ETTrack
74.5
IDF1· 2024-05-24
ETTrack: Enhanced Temporal Motion Predictor for Multi-Object Tracking
#18TrackSSM
74.5
IDF1· 2024-08-31
TrackSSM: A General Motion Predictor by State-Space Model Code
#19MixSort-OCSOTA
74.4
IDF1· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#20MixSort-OC
74.4
IDF1· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#21MixSort-Byte
74.1
IDF1· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#22MixSort-Byte
74.1
IDF1· Extra Data· 2023-04-11
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes Code
#23MotionTrack
74
IDF1· 2023-06-05
MotionTrack: Learning Motion Predictor for Multiple Object Tracking
#24OC-SORTSOTA
74
IDF1· Extra Data· 2022-03-27
Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking Code
#25OC-SORT
74
IDF1· Extra Data· 2022-03-27
Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking Code
#26TransTrackSOTA
71.5
IDF1· Extra Data· 2020-12-31
TransTrack: Multiple Object Tracking with Transformer Code
#27MeMOTR
71.4
IDF1· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#28ByteTrack
71.4
IDF1· Extra Data· 2021-10-13
ByteTrack: Multi-Object Tracking by Associating Every Detection Box Code
#29MeMOTR
71.4
IDF1· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#30ByteTrack
71.4
IDF1· Extra Data· 2021-10-13
ByteTrack: Multi-Object Tracking by Associating Every Detection Box Code
#31MambaMOT
71.1
IDF1· Extra Data· 2024-03-16
MambaMOT: State-Space Model as Motion Predictor for Multi-Object Tracking
#32MambaMOT
71.1
IDF1· Extra Data· 2024-03-16
MambaMOT: State-Space Model as Motion Predictor for Multi-Object Tracking
#33MeMOTR (Deformable-DETR)
69.9
IDF1· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#34MeMOTR (Deformable-DETR)
69.9
IDF1· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#35QDTrackSOTA
62.3
IDF1· 2020-06-11
Quasi-Dense Similarity Learning for Multiple Object Tracking Code
#36QDTrack
62.3
IDF1· 2020-06-11
Quasi-Dense Similarity Learning for Multiple Object Tracking Code
#37CenterTrackSOTA
60
IDF1· Extra Data· 2020-04-02
Tracking Objects as Points Code
#38CenterTrack
60
IDF1· Extra Data· 2020-04-02
Tracking Objects as Points Code
#39GTR
55.8
IDF1· Extra Data· 2022-03-24
Global Tracking Transformers Code
#40FairMOT
53.5
IDF1· 2020-04-04
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking Code
#41FairMOT
53.5
IDF1· 2020-04-04
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking Code