Multi-Object Tracking on DanceTrack

Metric: IDF1 (higher is better)

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#	Model↕	IDF1▼	Extra Data	Paper	Date↕	Code
1	SAM2MOT	84.4	No	SAM2MOT: A Novel Paradigm of Multi-Object Tracki...	2025-04-06	Code
2	MOTIP (Deformable DETR, with DanceTrack val and CrowdHuman)	78.4	Yes	Multiple Object Tracking as ID Prediction	2024-03-25	Code
3	MOTIP (Deformable DETR, with CrowdHuman)	76.3	Yes	Multiple Object Tracking as ID Prediction	2024-03-25	Code
4	MOTRv2	76	Yes	MOTRv2: Bootstrapping End-to-End Multi-Object Tr...	2022-11-17	Code
5	MOTIP (DAB-Deformable DETR)	75.1	No	Multiple Object Tracking as ID Prediction	2024-03-25	Code
6	MOTIP (Deformable DETR)	72.2	No	Multiple Object Tracking as ID Prediction	2024-03-25	Code
7	CO-MOT	71.9	Yes	Bridging the Gap Between End-to-end and Non-End-...	2023-05-22	Code
8	IMM-JHSE	71.72	No	One Homography is All You Need: IMM-based Joint ...	2024-09-04	Code
9	MeMOTR	71.2	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
10	MT_IOT	70.6	Yes	Multiple Object Tracking Challenge Technical Rep...	2022-12-07	Code
11	AED	69.7	Yes	Associate Everything Detected: Facilitating Trac...	2024-09-14	Code
12	TrackTrack	67.8	Yes	-	-	Code
13	Hybrid-SORT-ReID	67.4	No	Hybrid-SORT: Weak Cues Matter for Online Multi-O...	2023-08-01	Code
14	MeMOTR (Deformable DETR)	65.5	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
15	UCMCTrack	65	No	UCMCTrack: Multi-Object Tracking with Uniform Ca...	2023-12-14	Code
16	DeepMoveSORT	65	No	Engineering an Efficient Object Tracker for Non-...	2024-06-30	-
17	C-TWiX	63.6	No	Learning Data Association for Multi-Object Track...	2024-03-12	Code
18	CMTrack	63.3	Yes	-	-	Code
19	Hybrid-SORT	63	No	Hybrid-SORT: Weak Cues Matter for Online Multi-O...	2023-08-01	Code
20	C-BIoU	61.6	No	Hard to Track Objects with Irregular Motions and...	2022-11-24	Code
21	Deep OC-SORT	61.5	No	Deep OC-SORT: Multi-Pedestrian Tracking by Adapt...	2023-02-23	Code
22	MotionTrack	58.6	Yes	MotionTrack: Learning Motion Predictor for Multi...	2023-06-05	-
23	SparseTrack	58.1	No	SparseTrack: Multi-Object Tracking by Performing...	2023-06-08	Code
24	ETTrack	57.5	No	ETTrack: Enhanced Temporal Motion Predictor for ...	2024-05-24	-
25	MoveSORT	56	No	Beyond Kalman Filters: Deep Learning-Based Filte...	2024-02-15	Code
26	MambaMOT	54.9	Yes	MambaMOT: State-Space Model as Motion Predictor ...	2024-03-16	-
27	Fast-StrongSORT	54.6	No	When to Extract ReID Features: A Selective Appro...	2024-09-10	Code
28	OC-SORT	54.2	No	Observation-Centric SORT: Rethinking SORT for Ro...	2022-03-27	Code
29	ByteTrack	51.9	No	ByteTrack: Multi-Object Tracking by Associating ...	2021-10-13	Code
30	MOTR	51.5	No	MOTR: End-to-End Multiple-Object Tracking with T...	2021-05-07	Code
31	FCG	46.5	Yes	Multiple Object Tracking from appearance by hier...	2022-10-07	Code
32	QDTrack	44.8	No	Quasi-Dense Similarity Learning for Multiple Obj...	2020-06-11	Code
33	TransTrack	44.8	No	TransTrack: Multiple Object Tracking with Transf...	2020-12-31	Code
34	TraDes	41.2	No	Track to Detect and Segment: An Online Multi-Obj...	2021-03-16	Code
35	FairMOT	40.8	No	FairMOT: On the Fairness of Detection and Re-Ide...	2020-04-04	Code
36	CenterTrack	35.7	No	Tracking Objects as Points	2020-04-02	Code

#1SAM2MOTSOTA
84.4
IDF1· 2025-04-06
SAM2MOT: A Novel Paradigm of Multi-Object Tracking by Segmentation Code
#2MOTIP (Deformable DETR, with DanceTrack val and CrowdHuman)SOTA
78.4
IDF1· Extra Data· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#3MOTIP (Deformable DETR, with CrowdHuman)
76.3
IDF1· Extra Data· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#4MOTRv2SOTA
76
IDF1· Extra Data· 2022-11-17
MOTRv2: Bootstrapping End-to-End Multi-Object Tracking by Pretrained Object Detectors Code
#5MOTIP (DAB-Deformable DETR)
75.1
IDF1· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#6MOTIP (Deformable DETR)
72.2
IDF1· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#7CO-MOT
71.9
IDF1· Extra Data· 2023-05-22
Bridging the Gap Between End-to-end and Non-End-to-end Multi-Object Tracking Code
#8IMM-JHSE
71.72
IDF1· 2024-09-04
One Homography is All You Need: IMM-based Joint Homography and Multiple Object State Estimation Code
#9MeMOTR
71.2
IDF1· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#10MT_IOT
70.6
IDF1· Extra Data· 2022-12-07
Multiple Object Tracking Challenge Technical Report for Team MT_IoT Code
#11AED
69.7
IDF1· Extra Data· 2024-09-14
Associate Everything Detected: Facilitating Tracking-by-Detection to the Unknown Code
#12TrackTrack
67.8
IDF1· Extra Data
No paperCode
#13Hybrid-SORT-ReID
67.4
IDF1· 2023-08-01
Hybrid-SORT: Weak Cues Matter for Online Multi-Object Tracking Code
#14MeMOTR (Deformable DETR)
65.5
IDF1· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#15UCMCTrack
65
IDF1· 2023-12-14
UCMCTrack: Multi-Object Tracking with Uniform Camera Motion Compensation Code
#16DeepMoveSORT
65
IDF1· 2024-06-30
Engineering an Efficient Object Tracker for Non-Linear Motion
#17C-TWiX
63.6
IDF1· 2024-03-12
Learning Data Association for Multi-Object Tracking using Only Coordinates Code
#18CMTrack
63.3
IDF1· Extra Data
No paperCode
#19Hybrid-SORT
63
IDF1· 2023-08-01
Hybrid-SORT: Weak Cues Matter for Online Multi-Object Tracking Code
#20C-BIoU
61.6
IDF1· 2022-11-24
Hard to Track Objects with Irregular Motions and Similar Appearances? Make It Easier by Buffering the Matching Space Code
#21Deep OC-SORT
61.5
IDF1· 2023-02-23
Deep OC-SORT: Multi-Pedestrian Tracking by Adaptive Re-Identification Code
#22MotionTrack
58.6
IDF1· Extra Data· 2023-06-05
MotionTrack: Learning Motion Predictor for Multiple Object Tracking
#23SparseTrack
58.1
IDF1· 2023-06-08
SparseTrack: Multi-Object Tracking by Performing Scene Decomposition based on Pseudo-Depth Code
#24ETTrack
57.5
IDF1· 2024-05-24
ETTrack: Enhanced Temporal Motion Predictor for Multi-Object Tracking
#25MoveSORT
56
IDF1· 2024-02-15
Beyond Kalman Filters: Deep Learning-Based Filters for Improved Object Tracking Code
#26MambaMOT
54.9
IDF1· Extra Data· 2024-03-16
MambaMOT: State-Space Model as Motion Predictor for Multi-Object Tracking
#27Fast-StrongSORT
54.6
IDF1· 2024-09-10
When to Extract ReID Features: A Selective Approach for Improved Multiple Object Tracking Code
#28OC-SORTSOTA
54.2
IDF1· 2022-03-27
Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking Code
#29ByteTrackSOTA
51.9
IDF1· 2021-10-13
ByteTrack: Multi-Object Tracking by Associating Every Detection Box Code
#30MOTRSOTA
51.5
IDF1· 2021-05-07
MOTR: End-to-End Multiple-Object Tracking with Transformer Code
#31FCG
46.5
IDF1· Extra Data· 2022-10-07
Multiple Object Tracking from appearance by hierarchically clustering tracklets Code
#32QDTrackSOTA
44.8
IDF1· 2020-06-11
Quasi-Dense Similarity Learning for Multiple Object Tracking Code
#33TransTrack
44.8
IDF1· 2020-12-31
TransTrack: Multiple Object Tracking with Transformer Code
#34TraDes
41.2
IDF1· 2021-03-16
Track to Detect and Segment: An Online Multi-Object Tracker Code
#35FairMOTSOTA
40.8
IDF1· 2020-04-04
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking Code
#36CenterTrackSOTA
35.7
IDF1· 2020-04-02
Tracking Objects as Points Code