Object Tracking on DanceTrack

Metric: AssA (higher is better)

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#	Model↕	AssA▼	Extra Data	Paper	Date↕	Code
1	SAM2MOT	72.3	No	SAM2MOT: A Novel Paradigm of Multi-Object Tracki...	2025-04-06	Code
2	MOTIP (Deformable DETR, with DanceTrack val and CrowdHuman)	65.9	Yes	Multiple Object Tracking as ID Prediction	2024-03-25	Code
3	MOTRv2	64.4	Yes	MOTRv2: Bootstrapping End-to-End Multi-Object Tr...	2022-11-17	Code
4	MOTIP (Deformable DETR, with CrowdHuman)	62.8	Yes	Multiple Object Tracking as ID Prediction	2024-03-25	Code
5	MOTIP (DAB-Deformable DETR)	60.8	No	Multiple Object Tracking as ID Prediction	2024-03-25	Code
6	CO-MOT	58.9	Yes	Bridging the Gap Between End-to-end and Non-End-...	2023-05-22	Code
7	MeMOTR	58.4	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
8	MOTIP (Deformable DETR)	57.6	No	Multiple Object Tracking as ID Prediction	2024-03-25	Code
9	IMM-JHSE	55.41	No	One Homography is All You Need: IMM-based Joint ...	2024-09-04	Code
10	AED	54.3	Yes	Associate Everything Detected: Facilitating Trac...	2024-09-14	Code
11	MT_IOT	52.95	Yes	Multiple Object Tracking Challenge Technical Rep...	2022-12-07	Code
12	TrackTrack	52.9	Yes	-	-	Code
13	Hybrid-SORT-ReID	52.6	No	Hybrid-SORT: Weak Cues Matter for Online Multi-O...	2023-08-01	Code
14	MeMOTR (Deformable DETR)	52.3	No	MeMOTR: Long-Term Memory-Augmented Transformer f...	2023-07-28	Code
15	DeepMoveSORT	48.6	No	Engineering an Efficient Object Tracker for Non-...	2024-06-30	-
16	Hybrid-SORT	47.4	No	Hybrid-SORT: Weak Cues Matter for Online Multi-O...	2023-08-01	Code
17	C-TWiX	47.2	No	Learning Data Association for Multi-Object Track...	2024-03-12	Code
18	CMTrack	46.4	Yes	-	-	Code
19	Deep OC-SORT	45.8	No	Deep OC-SORT: Multi-Pedestrian Tracking by Adapt...	2023-02-23	Code
20	C-BIoU	45.4	No	Hard to Track Objects with Irregular Motions and...	2022-11-24	Code
21	MotionTrack	41.7	Yes	MotionTrack: Learning Motion Predictor for Multi...	2023-06-05	-
22	MOTR	40.2	No	MOTR: End-to-End Multiple-Object Tracking with T...	2021-05-07	Code
23	SparseTrack	39.3	No	SparseTrack: Multi-Object Tracking by Performing...	2023-06-08	Code
24	ETTrack	39.1	No	ETTrack: Enhanced Temporal Motion Predictor for ...	2024-05-24	-
25	MambaMOT	39	Yes	MambaMOT: State-Space Model as Motion Predictor ...	2024-03-16	-
26	Fast-StrongSORT	38.8	No	When to Extract ReID Features: A Selective Appro...	2024-09-10	Code
27	MoveSORT	38.7	No	Beyond Kalman Filters: Deep Learning-Based Filte...	2024-02-15	Code
28	OC-SORT	38	No	Observation-Centric SORT: Rethinking SORT for Ro...	2022-03-27	Code
29	ByteTrack	31.5	No	ByteTrack: Multi-Object Tracking by Associating ...	2021-10-13	Code
30	FCG	29.9	Yes	Multiple Object Tracking from appearance by hier...	2022-10-07	Code
31	QDTrack	29.2	No	Quasi-Dense Similarity Learning for Multiple Obj...	2020-06-11	Code
32	TransTrack	27.5	No	TransTrack: Multiple Object Tracking with Transf...	2020-12-31	Code
33	TraDes	25.4	No	Track to Detect and Segment: An Online Multi-Obj...	2021-03-16	Code
34	FairMOT	23.8	No	FairMOT: On the Fairness of Detection and Re-Ide...	2020-04-04	Code
35	CenterTrack	22.6	No	Tracking Objects as Points	2020-04-02	Code

#1SAM2MOTSOTA
72.3
AssA· 2025-04-06
SAM2MOT: A Novel Paradigm of Multi-Object Tracking by Segmentation Code
#2MOTIP (Deformable DETR, with DanceTrack val and CrowdHuman)SOTA
65.9
AssA· Extra Data· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#3MOTRv2SOTA
64.4
AssA· Extra Data· 2022-11-17
MOTRv2: Bootstrapping End-to-End Multi-Object Tracking by Pretrained Object Detectors Code
#4MOTIP (Deformable DETR, with CrowdHuman)
62.8
AssA· Extra Data· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#5MOTIP (DAB-Deformable DETR)
60.8
AssA· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#6CO-MOT
58.9
AssA· Extra Data· 2023-05-22
Bridging the Gap Between End-to-end and Non-End-to-end Multi-Object Tracking Code
#7MeMOTR
58.4
AssA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#8MOTIP (Deformable DETR)
57.6
AssA· 2024-03-25
Multiple Object Tracking as ID Prediction Code
#9IMM-JHSE
55.41
AssA· 2024-09-04
One Homography is All You Need: IMM-based Joint Homography and Multiple Object State Estimation Code
#10AED
54.3
AssA· Extra Data· 2024-09-14
Associate Everything Detected: Facilitating Tracking-by-Detection to the Unknown Code
#11MT_IOT
52.95
AssA· Extra Data· 2022-12-07
Multiple Object Tracking Challenge Technical Report for Team MT_IoT Code
#12TrackTrack
52.9
AssA· Extra Data
No paperCode
#13Hybrid-SORT-ReID
52.6
AssA· 2023-08-01
Hybrid-SORT: Weak Cues Matter for Online Multi-Object Tracking Code
#14MeMOTR (Deformable DETR)
52.3
AssA· 2023-07-28
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking Code
#15DeepMoveSORT
48.6
AssA· 2024-06-30
Engineering an Efficient Object Tracker for Non-Linear Motion
#16Hybrid-SORT
47.4
AssA· 2023-08-01
Hybrid-SORT: Weak Cues Matter for Online Multi-Object Tracking Code
#17C-TWiX
47.2
AssA· 2024-03-12
Learning Data Association for Multi-Object Tracking using Only Coordinates Code
#18CMTrack
46.4
AssA· Extra Data
No paperCode
#19Deep OC-SORT
45.8
AssA· 2023-02-23
Deep OC-SORT: Multi-Pedestrian Tracking by Adaptive Re-Identification Code
#20C-BIoU
45.4
AssA· 2022-11-24
Hard to Track Objects with Irregular Motions and Similar Appearances? Make It Easier by Buffering the Matching Space Code
#21MotionTrack
41.7
AssA· Extra Data· 2023-06-05
MotionTrack: Learning Motion Predictor for Multiple Object Tracking
#22MOTRSOTA
40.2
AssA· 2021-05-07
MOTR: End-to-End Multiple-Object Tracking with Transformer Code
#23SparseTrack
39.3
AssA· 2023-06-08
SparseTrack: Multi-Object Tracking by Performing Scene Decomposition based on Pseudo-Depth Code
#24ETTrack
39.1
AssA· 2024-05-24
ETTrack: Enhanced Temporal Motion Predictor for Multi-Object Tracking
#25MambaMOT
39
AssA· Extra Data· 2024-03-16
MambaMOT: State-Space Model as Motion Predictor for Multi-Object Tracking
#26Fast-StrongSORT
38.8
AssA· 2024-09-10
When to Extract ReID Features: A Selective Approach for Improved Multiple Object Tracking Code
#27MoveSORT
38.7
AssA· 2024-02-15
Beyond Kalman Filters: Deep Learning-Based Filters for Improved Object Tracking Code
#28OC-SORT
38
AssA· 2022-03-27
Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking Code
#29ByteTrack
31.5
AssA· 2021-10-13
ByteTrack: Multi-Object Tracking by Associating Every Detection Box Code
#30FCG
29.9
AssA· Extra Data· 2022-10-07
Multiple Object Tracking from appearance by hierarchically clustering tracklets Code
#31QDTrackSOTA
29.2
AssA· 2020-06-11
Quasi-Dense Similarity Learning for Multiple Object Tracking Code
#32TransTrack
27.5
AssA· 2020-12-31
TransTrack: Multiple Object Tracking with Transformer Code
#33TraDes
25.4
AssA· 2021-03-16
Track to Detect and Segment: An Online Multi-Object Tracker Code
#34FairMOTSOTA
23.8
AssA· 2020-04-04
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking Code
#35CenterTrackSOTA
22.6
AssA· 2020-04-02
Tracking Objects as Points Code