Object Tracking on TrackingNet

Metric: Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	MCITrack-L384	87.9	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
2	SPMTrack-G	87.3	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
3	SPMTrack-L	86.9	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
4	MCITrack-B224	86.3	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
5	ARTrackV2-L	86.1	No	ARTrackV2: Prompting Autoregressive Tracker Wher...	2023-12-28	Code
6	MixViT-L(ConvMAE)	86.1	No	MixFormer: End-to-End Tracking with Iterative Mi...	2023-02-06	Code
7	SPMTrack-B	86.1	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
8	ODTrack-L	86.1	No	ODTrack: Online Dense Temporal Token Learning fo...	2024-01-03	Code
9	LoRAT-g-378	86	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
10	LoRAT-L-378	85.6	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
11	ARTrack-L	85.6	No	-	-	Code
12	SeqTrack-L384	85.5	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
13	UNINEXT-H	85.4	No	Universal Instance Perception as Object Discover...	2023-03-12	Code
14	SAMURAI-L	85.3	No	SAMURAI: Adapting Segment Anything Model for Zer...	2024-11-18	Code
15	ODTrack-B	85.1	No	ODTrack: Online Dense Temporal Token Learning fo...	2024-01-03	Code
16	TATrack-L	85	No	Target-Aware Tracking with Long-term Context Att...	2023-02-27	Code
17	HIPTrack	84.5	No	HIPTrack: Visual Tracking with Historical Prompts	2023-11-03	Code
18	SwinTrack-B-384	84	No	SwinTrack: A Simple and Strong Baseline for Tran...	2021-12-02	Code
19	MixFormer-L	83.9	No	MixFormer: End-to-End Tracking with Iterative Mi...	2022-03-21	Code
20	OSTrack-384	83.9	No	Joint Feature Learning and Relation Modeling for...	2022-03-22	Code
21	NeighborTrack-OSTrack	83.79	No	NeighborTrack: Improving Single Object Tracking ...	2022-11-12	Code
22	MITS	83.4	No	Integrating Boxes and Masks: A Multi-Object Fram...	2023-08-25	Code
23	MixFormerV2-B	83.4	No	-	-	-
24	Unicorn	83	No	Towards Grand Unification of Object Tracking	2022-07-14	Code
25	SLT-TransT	82.8	No	Towards Sequence-Level Training for Visual Track...	2022-08-11	Code
26	AiATrack	82.7	No	AiATrack: Attention in Attention for Transformer...	2022-07-20	Code
27	STARK	82	No	Learning Spatio-Temporal Transformer for Visual ...	2021-03-31	Code
28	Siam R-CNN	81.2	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
29	TREG	78.5	No	Target Transformed Regression for Accurate Track...	2021-04-01	Code
30	SiamBAN-ACM	75.3	No	Learning to Fuse Asymmetric Feature Maps in Siam...	2020-12-04	Code
31	SiamFC++	74.5	No	SiamFC++: Towards Robust and Accurate Visual Tra...	2019-11-14	Code
32	DiMP-50	74	No	Learning Discriminative Model Prediction for Tra...	2019-04-15	Code
33	ATOM	70.34	No	ATOM: Accurate Tracking by Overlap Maximization	2018-11-19	Code
34	SiamRPN++	70	No	SiamRPN++: Evolution of Siamese Visual Tracking ...	2018-12-31	Code
35	GFS-DCF	60.9	No	Joint Group Feature Selection and Discriminative...	2019-07-30	Code
36	ECO	56.13	No	ECO: Efficient Convolution Operators for Tracking	2016-11-28	Code
37	STAPLE_CA	53.59	No	Staple: Complementary Learners for Real-Time Tra...	2015-12-04	Code

#1MCITrack-L384SOTA
87.9
Accuracy· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#2SPMTrack-G
87.3
Accuracy· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#3SPMTrack-L
86.9
Accuracy· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#4MCITrack-B224
86.3
Accuracy· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#5ARTrackV2-L
86.1
Accuracy· 2023-12-28
ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe Code
#6MixViT-L(ConvMAE)SOTA
86.1
Accuracy· 2023-02-06
MixFormer: End-to-End Tracking with Iterative Mixed Attention Code
#7SPMTrack-B
86.1
Accuracy· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#8ODTrack-L
86.1
Accuracy· 2024-01-03
ODTrack: Online Dense Temporal Token Learning for Visual Tracking Code
#9LoRAT-g-378
86
Accuracy· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#10LoRAT-L-378
85.6
Accuracy· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#11ARTrack-L
85.6
Accuracy
No paperCode
#12SeqTrack-L384
85.5
Accuracy· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#13UNINEXT-H
85.4
Accuracy· 2023-03-12
Universal Instance Perception as Object Discovery and Retrieval Code
#14SAMURAI-L
85.3
Accuracy· 2024-11-18
SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory Code
#15ODTrack-B
85.1
Accuracy· 2024-01-03
ODTrack: Online Dense Temporal Token Learning for Visual Tracking Code
#16TATrack-L
85
Accuracy· 2023-02-27
Target-Aware Tracking with Long-term Context Attention Code
#17HIPTrack
84.5
Accuracy· 2023-11-03
HIPTrack: Visual Tracking with Historical Prompts Code
#18SwinTrack-B-384SOTA
84
Accuracy· 2021-12-02
SwinTrack: A Simple and Strong Baseline for Transformer Tracking Code
#19MixFormer-L
83.9
Accuracy· 2022-03-21
MixFormer: End-to-End Tracking with Iterative Mixed Attention Code
#20OSTrack-384
83.9
Accuracy· 2022-03-22
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework Code
#21NeighborTrack-OSTrack
83.79
Accuracy· 2022-11-12
NeighborTrack: Improving Single Object Tracking by Bipartite Matching with Neighbor Tracklets Code
#22MITS
83.4
Accuracy· 2023-08-25
Integrating Boxes and Masks: A Multi-Object Framework for Unified Visual Tracking and Segmentation Code
#23MixFormerV2-B
83.4
Accuracy
No paper
#24Unicorn
83
Accuracy· 2022-07-14
Towards Grand Unification of Object Tracking Code
#25SLT-TransT
82.8
Accuracy· 2022-08-11
Towards Sequence-Level Training for Visual Tracking Code
#26AiATrack
82.7
Accuracy· 2022-07-20
AiATrack: Attention in Attention for Transformer Visual Tracking Code
#27STARKSOTA
82
Accuracy· 2021-03-31
Learning Spatio-Temporal Transformer for Visual Tracking Code
#28Siam R-CNNSOTA
81.2
Accuracy· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#29TREG
78.5
Accuracy· 2021-04-01
Target Transformed Regression for Accurate Tracking Code
#30SiamBAN-ACM
75.3
Accuracy· 2020-12-04
Learning to Fuse Asymmetric Feature Maps in Siamese Trackers Code
#31SiamFC++SOTA
74.5
Accuracy· 2019-11-14
SiamFC++: Towards Robust and Accurate Visual Tracking with Target Estimation Guidelines Code
#32DiMP-50SOTA
74
Accuracy· 2019-04-15
Learning Discriminative Model Prediction for Tracking Code
#33ATOMSOTA
70.34
Accuracy· 2018-11-19
ATOM: Accurate Tracking by Overlap Maximization Code
#34SiamRPN++
70
Accuracy· 2018-12-31
SiamRPN++: Evolution of Siamese Visual Tracking with Very Deep Networks Code
#35GFS-DCF
60.9
Accuracy· 2019-07-30
Joint Group Feature Selection and Discriminative Filter Learning for Robust Visual Object Tracking Code
#36ECOSOTA
56.13
Accuracy· 2016-11-28
ECO: Efficient Convolution Operators for Tracking Code
#37STAPLE_CASOTA
53.59
Accuracy· 2015-12-04
Staple: Complementary Learners for Real-Time Tracking Code