Visual Object Tracking on LaSOT

Metric: Precision (higher is better)

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#	Model↕	Precision▼	Extra Data	Paper	Date↕	Code
1	SPMTrack-G	85	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
2	MCITrack-L384	85	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
3	SPMTrack-L	84	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
4	LoRAT-g-378	83.5	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
5	MCITrack-B224	83.3	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
6	PiVOT-L	82.1	No	Improving Visual Object Tracking through Visual ...	2024-09-27	Code
7	LoRAT-L-378	82	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
8	SPMTrack-B	81.7	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
9	ARTrackV2-L	81.1	No	ARTrackV2: Prompting Autoregressive Tracker Wher...	2023-12-28	Code
10	MixViT-L(ConvMAE)	80.3	No	MixFormer: End-to-End Tracking with Iterative Mi...	2023-02-06	Code
11	ARTrack-L	80.3	No	-	-	Code
12	SAMURAI-L	80.2	No	SAMURAI: Adapting Segment Anything Model for Zer...	2024-11-18	Code
13	SAMURAI-L	80.2	No	SAMURAI: Adapting Segment Anything Model for Zer...	2024-11-18	Code
14	HIPTrack	79.5	No	HIPTrack: Visual Tracking with Historical Prompts	2023-11-03	Code
15	UNINEXT-H	79.4	No	Universal Instance Perception as Object Discover...	2023-03-12	Code
16	SeqTrack-L384	79.3	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
17	UNINEXT-L	78.9	No	Universal Instance Perception as Object Discover...	2023-03-12	Code
18	MITS	78.5	No	Integrating Boxes and Masks: A Multi-Object Fram...	2023-08-25	Code
19	DropTrack	78.1	No	DropMAE: Masked Autoencoders with Spatial-Attent...	2023-04-02	Code
20	NeighborTrack-OSTrack	78	No	NeighborTrack: Improving Single Object Tracking ...	2022-11-12	Code
21	OSTrack-384	77.6	No	Joint Feature Learning and Relation Modeling for...	2022-03-22	Code
22	MixFormer-L	76.3	No	MixFormer: End-to-End Tracking with Iterative Mi...	2022-03-21	Code
23	MixFormerV2-B	76.2	No	-	-	-
24	LoReTrack	76.2	No	LoReTrack: Efficient and Accurate Low-Resolution...	2024-05-27	Code
25	TATrack-L	76.1	No	Target-Aware Tracking with Long-term Context Att...	2023-02-27	Code
26	SwinTrack-B-384	75.3	No	SwinTrack: A Simple and Strong Baseline for Tran...	2021-12-02	Code
27	Unicorn	74.1	No	Towards Grand Unification of Object Tracking	2022-07-14	Code
28	AiATrack	73.8	No	AiATrack: Attention in Attention for Transformer...	2022-07-20	Code
29	KeepTrack	70.2	No	Learning Target Candidate Association to Keep Tr...	2021-03-30	Code
30	TransT	69	No	Transformer Tracking	2021-03-29	Code
31	DiMP-50	68.7	No	Learning Discriminative Model Prediction for Tra...	2019-04-15	Code
32	ToMP	67.1	No	Transforming Model Prediction for Tracking	2022-03-21	Code
33	TrDiMP	61.4	No	Transformer Meets Tracker: Exploiting Temporal C...	2021-03-22	Code
34	SiamBAN-ACM	58.7	No	Learning to Fuse Asymmetric Feature Maps in Siam...	2020-12-04	Code
35	DiMP	56.7	No	Learning Discriminative Model Prediction for Tra...	2019-04-15	Code
36	ATOM	50.5	No	ATOM: Accurate Tracking by Overlap Maximization	2018-11-19	Code
37	Elysium	50.1	No	Elysium: Exploring Object-level Perception in Vi...	2024-03-25	Code

#1SPMTrack-G
85
Precision· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#2MCITrack-L384SOTA
85
Precision· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#3SPMTrack-L
84
Precision· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#4LoRAT-g-378SOTA
83.5
Precision· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#5MCITrack-B224
83.3
Precision· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#6PiVOT-L
82.1
Precision· 2024-09-27
Improving Visual Object Tracking through Visual Prompting Code
#7LoRAT-L-378
82
Precision· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#8SPMTrack-B
81.7
Precision· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#9ARTrackV2-LSOTA
81.1
Precision· 2023-12-28
ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe Code
#10MixViT-L(ConvMAE)SOTA
80.3
Precision· 2023-02-06
MixFormer: End-to-End Tracking with Iterative Mixed Attention Code
#11ARTrack-L
80.3
Precision
No paperCode
#12SAMURAI-L
80.2
Precision· 2024-11-18
SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory Code
#13SAMURAI-L
80.2
Precision· 2024-11-18
SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory Code
#14HIPTrack
79.5
Precision· 2023-11-03
HIPTrack: Visual Tracking with Historical Prompts Code
#15UNINEXT-H
79.4
Precision· 2023-03-12
Universal Instance Perception as Object Discovery and Retrieval Code
#16SeqTrack-L384
79.3
Precision· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#17UNINEXT-L
78.9
Precision· 2023-03-12
Universal Instance Perception as Object Discovery and Retrieval Code
#18MITS
78.5
Precision· 2023-08-25
Integrating Boxes and Masks: A Multi-Object Framework for Unified Visual Tracking and Segmentation Code
#19DropTrack
78.1
Precision· 2023-04-02
DropMAE: Masked Autoencoders with Spatial-Attention Dropout for Tracking Tasks Code
#20NeighborTrack-OSTrackSOTA
78
Precision· 2022-11-12
NeighborTrack: Improving Single Object Tracking by Bipartite Matching with Neighbor Tracklets Code
#21OSTrack-384SOTA
77.6
Precision· 2022-03-22
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework Code
#22MixFormer-LSOTA
76.3
Precision· 2022-03-21
MixFormer: End-to-End Tracking with Iterative Mixed Attention Code
#23MixFormerV2-B
76.2
Precision
No paper
#24LoReTrack
76.2
Precision· 2024-05-27
LoReTrack: Efficient and Accurate Low-Resolution Transformer Tracking Code
#25TATrack-L
76.1
Precision· 2023-02-27
Target-Aware Tracking with Long-term Context Attention Code
#26SwinTrack-B-384SOTA
75.3
Precision· 2021-12-02
SwinTrack: A Simple and Strong Baseline for Transformer Tracking Code
#27Unicorn
74.1
Precision· 2022-07-14
Towards Grand Unification of Object Tracking Code
#28AiATrack
73.8
Precision· 2022-07-20
AiATrack: Attention in Attention for Transformer Visual Tracking Code
#29KeepTrackSOTA
70.2
Precision· 2021-03-30
Learning Target Candidate Association to Keep Track of What Not to Track Code
#30TransTSOTA
69
Precision· 2021-03-29
Transformer Tracking Code
#31DiMP-50SOTA
68.7
Precision· 2019-04-15
Learning Discriminative Model Prediction for Tracking Code
#32ToMP
67.1
Precision· 2022-03-21
Transforming Model Prediction for Tracking Code
#33TrDiMP
61.4
Precision· 2021-03-22
Transformer Meets Tracker: Exploiting Temporal Context for Robust Visual Tracking Code
#34SiamBAN-ACM
58.7
Precision· 2020-12-04
Learning to Fuse Asymmetric Feature Maps in Siamese Trackers Code
#35DiMP
56.7
Precision· 2019-04-15
Learning Discriminative Model Prediction for Tracking Code
#36ATOMSOTA
50.5
Precision· 2018-11-19
ATOM: Accurate Tracking by Overlap Maximization Code
#37Elysium
50.1
Precision· 2024-03-25
Elysium: Exploring Object-level Perception in Videos via MLLM Code