Visual Object Tracking on TrackingNet

Metric: Precision (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	Precision▼	Extra Data	Paper	Date↕	Code
1	MCITrack-L384	89.2	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
2	SPMTrack-G	88.1	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
3	SPMTrack-L	87.2	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
4	UNINEXT-H	86.4	No	Universal Instance Perception as Object Discover...	2023-03-12	Code
5	ARTrackV2-L	86.2	No	ARTrackV2: Prompting Autoregressive Tracker Wher...	2023-12-28	Code
6	MCITrack-B224	86.1	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
7	LoRAT-g-378	86.1	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
8	MixViT-L(ConvMAE)	86	No	MixFormer: End-to-End Tracking with Iterative Mi...	2023-02-06	Code
9	ARTrack-L	86	No	-	-	Code
10	SeqTrack-L384	85.8	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
11	SPMTrack-B	85.6	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
12	LoRAT-L-378	85.4	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
13	MITS	84.6	No	Integrating Boxes and Masks: A Multi-Object Fram...	2023-08-25	Code
14	TATrack-L	84.5	No	Target-Aware Tracking with Long-term Context Att...	2023-02-27	Code
15	HIPTrack	83.8	No	HIPTrack: Visual Tracking with Historical Prompts	2023-11-03	Code
16	SwinTrack-B-384	83.2	No	SwinTrack: A Simple and Strong Baseline for Tran...	2021-12-02	Code
17	OSTrack-384	83.2	No	Joint Feature Learning and Relation Modeling for...	2022-03-22	Code
18	MixFormer-L	83.1	No	MixFormer: End-to-End Tracking with Iterative Mi...	2022-03-21	Code
19	Unicorn	82.2	No	Towards Grand Unification of Object Tracking	2022-07-14	Code
20	MixFormerV2-B	81.6	No	-	-	-
21	SLT-TransT	81.4	No	Towards Sequence-Level Training for Visual Track...	2022-08-11	Code
22	AiATrack	80.4	No	AiATrack: Attention in Attention for Transformer...	2022-07-20	Code
23	Siam R-CNN	80	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
24	STARK	79.1	No	Learning Spatio-Temporal Transformer for Visual ...	2021-03-31	Code
25	TREG	75	No	Target Transformed Regression for Accurate Track...	2021-04-01	Code
26	DiMP-NCE+	73.7	No	How to Train Your Energy-Based Model for Regress...	2020-05-04	Code
27	SiamBAN-ACM	71.2	No	Learning to Fuse Asymmetric Feature Maps in Siam...	2020-12-04	Code
28	ATOM(Resnet18)+EnergyRegression	69.7	No	Energy-Based Models for Deep Probabilistic Regre...	2019-09-26	Code
29	SiamRPN++	69.38	No	SiamRPN++: Evolution of Siamese Visual Tracking ...	2018-12-31	Code
30	SiamFC++	68.5	No	SiamFC++: Towards Robust and Accurate Visual Tra...	2019-11-14	Code
31	ATOM	64.84	No	ATOM: Accurate Tracking by Overlap Maximization	2018-11-19	Code
32	GFS-DCF	56.57	No	Joint Group Feature Selection and Discriminative...	2019-07-30	Code
33	ECO	48.86	No	ECO: Efficient Convolution Operators for Tracking	2016-11-28	Code
34	STAPLE_CA	46.72	No	Staple: Complementary Learners for Real-Time Tra...	2015-12-04	Code

#1MCITrack-L384SOTA
89.2
Precision· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#2SPMTrack-G
88.1
Precision· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#3SPMTrack-L
87.2
Precision· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#4UNINEXT-HSOTA
86.4
Precision· 2023-03-12
Universal Instance Perception as Object Discovery and Retrieval Code
#5ARTrackV2-L
86.2
Precision· 2023-12-28
ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe Code
#6MCITrack-B224
86.1
Precision· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#7LoRAT-g-378
86.1
Precision· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#8MixViT-L(ConvMAE)SOTA
86
Precision· 2023-02-06
MixFormer: End-to-End Tracking with Iterative Mixed Attention Code
#9ARTrack-L
86
Precision
No paperCode
#10SeqTrack-L384
85.8
Precision· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#11SPMTrack-B
85.6
Precision· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#12LoRAT-L-378
85.4
Precision· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#13MITS
84.6
Precision· 2023-08-25
Integrating Boxes and Masks: A Multi-Object Framework for Unified Visual Tracking and Segmentation Code
#14TATrack-L
84.5
Precision· 2023-02-27
Target-Aware Tracking with Long-term Context Attention Code
#15HIPTrack
83.8
Precision· 2023-11-03
HIPTrack: Visual Tracking with Historical Prompts Code
#16SwinTrack-B-384SOTA
83.2
Precision· 2021-12-02
SwinTrack: A Simple and Strong Baseline for Transformer Tracking Code
#17OSTrack-384
83.2
Precision· 2022-03-22
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework Code
#18MixFormer-L
83.1
Precision· 2022-03-21
MixFormer: End-to-End Tracking with Iterative Mixed Attention Code
#19Unicorn
82.2
Precision· 2022-07-14
Towards Grand Unification of Object Tracking Code
#20MixFormerV2-B
81.6
Precision
No paper
#21SLT-TransT
81.4
Precision· 2022-08-11
Towards Sequence-Level Training for Visual Tracking Code
#22AiATrack
80.4
Precision· 2022-07-20
AiATrack: Attention in Attention for Transformer Visual Tracking Code
#23Siam R-CNNSOTA
80
Precision· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#24STARK
79.1
Precision· 2021-03-31
Learning Spatio-Temporal Transformer for Visual Tracking Code
#25TREG
75
Precision· 2021-04-01
Target Transformed Regression for Accurate Tracking Code
#26DiMP-NCE+
73.7
Precision· 2020-05-04
How to Train Your Energy-Based Model for Regression Code
#27SiamBAN-ACM
71.2
Precision· 2020-12-04
Learning to Fuse Asymmetric Feature Maps in Siamese Trackers Code
#28ATOM(Resnet18)+EnergyRegressionSOTA
69.7
Precision· 2019-09-26
Energy-Based Models for Deep Probabilistic Regression Code
#29SiamRPN++SOTA
69.38
Precision· 2018-12-31
SiamRPN++: Evolution of Siamese Visual Tracking with Very Deep Networks Code
#30SiamFC++
68.5
Precision· 2019-11-14
SiamFC++: Towards Robust and Accurate Visual Tracking with Target Estimation Guidelines Code
#31ATOMSOTA
64.84
Precision· 2018-11-19
ATOM: Accurate Tracking by Overlap Maximization Code
#32GFS-DCF
56.57
Precision· 2019-07-30
Joint Group Feature Selection and Discriminative Filter Learning for Robust Visual Object Tracking Code
#33ECOSOTA
48.86
Precision· 2016-11-28
ECO: Efficient Convolution Operators for Tracking Code
#34STAPLE_CASOTA
46.72
Precision· 2015-12-04
Staple: Complementary Learners for Real-Time Tracking Code