Visual Object Tracking on GOT-10k

Metric: Success Rate 0.75 (higher is better)

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#	Model↕	Success Rate 0.75▼	Extra Data	Paper	Date↕	Code
1	SPMTrack-G	82.3	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
2	LoRAT-g-378	80.7	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
3	MCITrack-L384	80.2	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
4	SPMTrack-L	79.9	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
5	ARTrackV2-L	79.6	No	ARTrackV2: Prompting Autoregressive Tracker Wher...	2023-12-28	Code
6	LoRAT-L-378	78.1	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
7	ARTrack-L	77.8	No	-	-	Code
8	SAMURAI-L	76.9	No	SAMURAI: Adapting Segment Anything Model for Zer...	2024-11-18	Code
9	RTracker-L	76.9	No	RTracker: Recoverable Tracking via PN Tree Struc...	2024-03-28	Code
10	MCITrack-B224	76.8	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
11	SPMTrack-B	76.3	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
12	MITS	75.8	No	Integrating Boxes and Masks: A Multi-Object Fram...	2023-08-25	Code
13	MixViT-L(ConvMAE)	75.1	No	MixFormer: End-to-End Tracking with Iterative Mi...	2023-02-06	Code
14	HIPTrack	74.5	No	HIPTrack: Visual Tracking with Historical Prompts	2023-11-03	Code
15	TATrack-L-GOT	73.4	No	Target-Aware Tracking with Long-term Context Att...	2023-02-27	Code
16	NeighborTrack-OSTrack	73.3	No	NeighborTrack: Improving Single Object Tracking ...	2022-11-12	Code
17	MixFormer-L	72.8	No	MixFormer: End-to-End Tracking with Iterative Mi...	2022-03-21	Code
18	SeqTrack-L384	72.2	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
19	DropMAE	72	No	DropMAE: Masked Autoencoders with Spatial-Attent...	2023-04-02	Code
20	OSTrack-384	70.8	No	Joint Feature Learning and Relation Modeling for...	2022-03-22	Code
21	MixFormer	67.8	No	MixFormer: End-to-End Tracking with Iterative Mi...	2022-03-21	Code
22	MixFormer-1k	65.8	No	MixFormer: End-to-End Tracking with Iterative Mi...	2022-03-21	Code
23	SwinTrack-B	64.3	No	SwinTrack: A Simple and Strong Baseline for Tran...	2021-12-02	Code
24	AiATrack	63.2	No	AiATrack: Attention in Attention for Transformer...	2022-07-20	Code
25	SLT-TransT	60.3	No	Towards Sequence-Level Training for Visual Track...	2022-08-11	Code
26	STMTrack	57.5	No	STMTrack: Template-free Visual Tracking with Spa...	2021-04-01	Code
27	TREG	57.2	No	Target Transformed Regression for Accurate Track...	2021-04-01	Code

#1SPMTrack-GSOTA
82.3
Success Rate 0.75· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#2LoRAT-g-378SOTA
80.7
Success Rate 0.75· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#3MCITrack-L384
80.2
Success Rate 0.75· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#4SPMTrack-L
79.9
Success Rate 0.75· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#5ARTrackV2-LSOTA
79.6
Success Rate 0.75· 2023-12-28
ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe Code
#6LoRAT-L-378
78.1
Success Rate 0.75· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#7ARTrack-L
77.8
Success Rate 0.75
No paperCode
#8SAMURAI-L
76.9
Success Rate 0.75· 2024-11-18
SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory Code
#9RTracker-L
76.9
Success Rate 0.75· 2024-03-28
RTracker: Recoverable Tracking via PN Tree Structured Memory Code
#10MCITrack-B224
76.8
Success Rate 0.75· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#11SPMTrack-B
76.3
Success Rate 0.75· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#12MITSSOTA
75.8
Success Rate 0.75· 2023-08-25
Integrating Boxes and Masks: A Multi-Object Framework for Unified Visual Tracking and Segmentation Code
#13MixViT-L(ConvMAE)SOTA
75.1
Success Rate 0.75· 2023-02-06
MixFormer: End-to-End Tracking with Iterative Mixed Attention Code
#14HIPTrack
74.5
Success Rate 0.75· 2023-11-03
HIPTrack: Visual Tracking with Historical Prompts Code
#15TATrack-L-GOT
73.4
Success Rate 0.75· 2023-02-27
Target-Aware Tracking with Long-term Context Attention Code
#16NeighborTrack-OSTrackSOTA
73.3
Success Rate 0.75· 2022-11-12
NeighborTrack: Improving Single Object Tracking by Bipartite Matching with Neighbor Tracklets Code
#17MixFormer-LSOTA
72.8
Success Rate 0.75· 2022-03-21
MixFormer: End-to-End Tracking with Iterative Mixed Attention Code
#18SeqTrack-L384
72.2
Success Rate 0.75· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#19DropMAE
72
Success Rate 0.75· 2023-04-02
DropMAE: Masked Autoencoders with Spatial-Attention Dropout for Tracking Tasks Code
#20OSTrack-384
70.8
Success Rate 0.75· 2022-03-22
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework Code
#21MixFormer
67.8
Success Rate 0.75· 2022-03-21
MixFormer: End-to-End Tracking with Iterative Mixed Attention Code
#22MixFormer-1k
65.8
Success Rate 0.75· 2022-03-21
MixFormer: End-to-End Tracking with Iterative Mixed Attention Code
#23SwinTrack-BSOTA
64.3
Success Rate 0.75· 2021-12-02
SwinTrack: A Simple and Strong Baseline for Transformer Tracking Code
#24AiATrack
63.2
Success Rate 0.75· 2022-07-20
AiATrack: Attention in Attention for Transformer Visual Tracking Code
#25SLT-TransT
60.3
Success Rate 0.75· 2022-08-11
Towards Sequence-Level Training for Visual Tracking Code
#26STMTrackSOTA
57.5
Success Rate 0.75· 2021-04-01
STMTrack: Template-free Visual Tracking with Space-time Memory Networks Code
#27TREG
57.2
Success Rate 0.75· 2021-04-01
Target Transformed Regression for Accurate Tracking Code