Object Tracking on DanceTrack

Metric: MOTA (higher is better)

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#	Model↕	MOTA▼	Extra Data	Paper	Date↕	Code
1	MT_IOT	93.97	Yes	Multiple Object Tracking Challenge Technical Rep...	2022-12-07	Code
2	TrackTrack	93.6	Yes	-	-	Code
3	MOTIP (Deformable DETR, with DanceTrack val and CrowdHuman)	92.7	Yes	Multiple Object Tracking as ID Prediction	2024-03-25	Code
4	DeepMoveSORT	92.6	No	Engineering an Efficient Object Tracker for Non-...	2024-06-30	-
5	CMTrack	92.5	Yes	-	-	Code
6	Deep OC-SORT	92.3	No	Deep OC-SORT: Multi-Pedestrian Tracking by Adapt...	2023-02-23	Code
7	AED	92.2	Yes	Associate Everything Detected: Facilitating Trac...	2024-09-14	Code
8	ETTrack	92.2	No	ETTrack: Enhanced Temporal Motion Predictor for ...	2024-05-24	-
9	MOTRv2	92.1	Yes	MOTRv2: Bootstrapping End-to-End Multi-Object Tr...	2022-11-17	Code
10	Hybrid-SORT-ReID	91.8	No	Hybrid-SORT: Weak Cues Matter for Online Multi-O...	2023-08-01	Code
11	MoveSORT	91.8	No	Beyond Kalman Filters: Deep Learning-Based Filte...	2024-02-15	Code
12	MOTIP (Deformable DETR, with CrowdHuman)	91.6	Yes	Multiple Object Tracking as ID Prediction	2024-03-25	Code
13	Hybrid-SORT	91.6	No	Hybrid-SORT: Weak Cues Matter for Online Multi-O...	2023-08-01	Code
14	C-BIoU	91.6	No	Hard to Track Objects with Irregular Motions and...	2022-11-24	Code
15	C-TWiX	91.4	No	Learning Data Association for Multi-Object Track...	2024-03-12	Code
16	MotionTrack	91.3	Yes	MotionTrack: Learning Motion Predictor for Multi...	2023-06-05	-
17	SparseTrack	91.3	No	SparseTrack: Multi-Object Tracking by Performing...	2023-06-08	Code
18	CO-MOT	91.2	Yes	Bridging the Gap Between End-to-end and Non-End-...	2023-05-22	Code
19	MOTIP (DAB-Deformable DETR)	91	No	Multiple Object Tracking as ID Prediction	2024-03-25	Code
20	MOTIP (Deformable DETR)	90.3	No	Multiple Object Tracking as ID Prediction	2024-03-25	Code
21	MambaMOT	90.3	Yes	MambaMOT: State-Space Model as Motion Predictor ...	2024-03-16	-
22	IMM-JHSE	89.95	No	One Homography is All You Need: IMM-based Joint ...	2024-09-04	Code
23	MeMOTR	89.9	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
24	FCG	89.9	Yes	Multiple Object Tracking from appearance by hier...	2022-10-07	Code
25	OC-SORT	89.4	No	Observation-Centric SORT: Rethinking SORT for Ro...	2022-03-27	Code
26	SAM2MOT	88.9	No	SAM2MOT: A Novel Paradigm of Multi-Object Tracki...	2025-04-06	Code
27	ByteTrack	88.2	No	ByteTrack: Multi-Object Tracking by Associating ...	2021-10-13	Code
28	CenterTrack	86.8	No	Tracking Objects as Points	2020-04-02	Code
29	TraDes	86.2	No	Track to Detect and Segment: An Online Multi-Obj...	2021-03-16	Code
30	MeMOTR (Deformable DETR)	85.4	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
31	QDTrack	83	No	Quasi-Dense Similarity Learning for Multiple Obj...	2020-06-11	Code
32	TransTrack	83	No	TransTrack: Multiple Object Tracking with Transf...	2020-12-31	Code
33	FairMOT	82.2	No	FairMOT: On the Fairness of Detection and Re-Ide...	2020-04-04	Code
34	MOTR	79.7	No	MOTR: End-to-End Multiple-Object Tracking with T...	2021-05-07	Code

#1MT_IOTSOTA
93.97
MOTA· Extra Data· 2022-12-07
Multiple Object Tracking Challenge Technical Report for Team MT_IoT Code
#2TrackTrack
93.6
MOTA· Extra Data
No paperCode
#3MOTIP (Deformable DETR, with DanceTrack val and CrowdHuman)
92.7
MOTA· Extra Data· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#4DeepMoveSORT
92.6
MOTA· 2024-06-30
Engineering an Efficient Object Tracker for Non-Linear Motion
#5CMTrack
92.5
MOTA· Extra Data
No paperCode
#6Deep OC-SORT
92.3
MOTA· 2023-02-23
Deep OC-SORT: Multi-Pedestrian Tracking by Adaptive Re-Identification Code
#7AED
92.2
MOTA· Extra Data· 2024-09-14
Associate Everything Detected: Facilitating Tracking-by-Detection to the Unknown Code
#8ETTrack
92.2
MOTA· 2024-05-24
ETTrack: Enhanced Temporal Motion Predictor for Multi-Object Tracking
#9MOTRv2SOTA
92.1
MOTA· Extra Data· 2022-11-17
MOTRv2: Bootstrapping End-to-End Multi-Object Tracking by Pretrained Object Detectors Code
#10Hybrid-SORT-ReID
91.8
MOTA· 2023-08-01
Hybrid-SORT: Weak Cues Matter for Online Multi-Object Tracking Code
#11MoveSORT
91.8
MOTA· 2024-02-15
Beyond Kalman Filters: Deep Learning-Based Filters for Improved Object Tracking Code
#12MOTIP (Deformable DETR, with CrowdHuman)
91.6
MOTA· Extra Data· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#13Hybrid-SORT
91.6
MOTA· 2023-08-01
Hybrid-SORT: Weak Cues Matter for Online Multi-Object Tracking Code
#14C-BIoU
91.6
MOTA· 2022-11-24
Hard to Track Objects with Irregular Motions and Similar Appearances? Make It Easier by Buffering the Matching Space Code
#15C-TWiX
91.4
MOTA· 2024-03-12
Learning Data Association for Multi-Object Tracking using Only Coordinates Code
#16MotionTrack
91.3
MOTA· Extra Data· 2023-06-05
MotionTrack: Learning Motion Predictor for Multiple Object Tracking
#17SparseTrack
91.3
MOTA· 2023-06-08
SparseTrack: Multi-Object Tracking by Performing Scene Decomposition based on Pseudo-Depth Code
#18CO-MOT
91.2
MOTA· Extra Data· 2023-05-22
Bridging the Gap Between End-to-end and Non-End-to-end Multi-Object Tracking Code
#19MOTIP (DAB-Deformable DETR)
91
MOTA· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#20MOTIP (Deformable DETR)
90.3
MOTA· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#21MambaMOT
90.3
MOTA· Extra Data· 2024-03-16
MambaMOT: State-Space Model as Motion Predictor for Multi-Object Tracking
#22IMM-JHSE
89.95
MOTA· 2024-09-04
One Homography is All You Need: IMM-based Joint Homography and Multiple Object State Estimation Code
#23MeMOTR
89.9
MOTA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#24FCGSOTA
89.9
MOTA· Extra Data· 2022-10-07
Multiple Object Tracking from appearance by hierarchically clustering tracklets Code
#25OC-SORTSOTA
89.4
MOTA· 2022-03-27
Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking Code
#26SAM2MOT
88.9
MOTA· 2025-04-06
SAM2MOT: A Novel Paradigm of Multi-Object Tracking by Segmentation Code
#27ByteTrackSOTA
88.2
MOTA· 2021-10-13
ByteTrack: Multi-Object Tracking by Associating Every Detection Box Code
#28CenterTrackSOTA
86.8
MOTA· 2020-04-02
Tracking Objects as Points Code
#29TraDes
86.2
MOTA· 2021-03-16
Track to Detect and Segment: An Online Multi-Object Tracker Code
#30MeMOTR (Deformable DETR)
85.4
MOTA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#31QDTrack
83
MOTA· 2020-06-11
Quasi-Dense Similarity Learning for Multiple Object Tracking Code
#32TransTrack
83
MOTA· 2020-12-31
TransTrack: Multiple Object Tracking with Transformer Code
#33FairMOT
82.2
MOTA· 2020-04-04
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking Code
#34MOTR
79.7
MOTA· 2021-05-07
MOTR: End-to-End Multiple-Object Tracking with Transformer Code