Object Tracking on GOT-10k

Metric: Success Rate 0.5 (higher is better)

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#	Model↕	Success Rate 0.5▼	Extra Data	Paper	Date↕	Code
1	SAMURAI-L	92.2	No	SAMURAI: Adapting Segment Anything Model for Zer...	2024-11-18	Code
2	MITS	89.8	No	Integrating Boxes and Masks: A Multi-Object Fram...	2023-08-25	Code
3	SPMTrack-L	89.4	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
4	SPMTrack-G	89.2	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
5	MCITrack-L384	88.5	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
6	MCITrack-B224	88.2	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
7	HIPTrack	88	No	HIPTrack: Visual Tracking with Historical Prompts	2023-11-03	Code
8	ARTrackV2-L	87.8	No	ARTrackV2: Prompting Autoregressive Tracker Wher...	2023-12-28	Code
9	LoRAT-g-378	87.8	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
10	ARTrack-L	87.4	No	-	-	Code
11	RTracker-L	87	No	RTracker: Recoverable Tracking via PN Tree Struc...	2024-03-28	Code
12	DropMAE	86.8	No	DropMAE: Masked Autoencoders with Spatial-Attent...	2023-04-02	Code
13	LoRAT-L-378	86.2	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
14	SPMTrack-B	85.9	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
15	MixFormer-L	85.73	No	MixFormer: End-to-End Tracking with Iterative Mi...	2022-03-21	Code
16	NeighborTrack-OSTrack	85.72	No	NeighborTrack: Improving Single Object Tracking ...	2022-11-12	Code
17	TATrack-L-GOT	85.7	No	Target-Aware Tracking with Long-term Context Att...	2023-02-27	Code
18	MixViT-L(ConvMAE)	85.3	No	MixFormer: End-to-End Tracking with Iterative Mi...	2023-02-06	Code
19	OSTrack-384	83.2	No	Joint Feature Learning and Relation Modeling for...	2022-03-22	Code
20	SeqTrack-L384	81.9	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
21	MixFormer	80	No	MixFormer: End-to-End Tracking with Iterative Mi...	2022-03-21	Code
22	AiATrack	80	No	AiATrack: Attention in Attention for Transformer...	2022-07-20	Code
23	MixFormer-1k	79.9	No	MixFormer: End-to-End Tracking with Iterative Mi...	2022-03-21	Code
24	STARK	78.1	No	Learning Spatio-Temporal Transformer for Visual ...	2021-03-31	Code
25	SwinTrack-B	78	No	SwinTrack: A Simple and Strong Baseline for Tran...	2021-12-02	Code
26	TREG	77.8	No	Target Transformed Regression for Accurate Track...	2021-04-01	Code
27	SLT-TransT	76.8	No	Towards Sequence-Level Training for Visual Track...	2022-08-11	Code
28	ATOM	74.2	No	ATOM: Accurate Tracking by Overlap Maximization	2018-11-19	Code
29	SiamFC++	74.2	No	SiamFC++: Towards Robust and Accurate Visual Tra...	2019-11-14	Code
30	STMTrack	73.7	No	STMTrack: Template-free Visual Tracking with Spa...	2021-04-01	Code
31	TRASFUST	72.9	No	Tracking-by-Trackers with a Distilled and Reinfo...	2020-07-08	Code
32	Siam R-CNN	72.8	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
33	Ocean	72.1	No	Ocean: Object-aware Anchor-free Tracking	2020-06-18	Code
34	DiMP	71.7	No	Learning Discriminative Model Prediction for Tra...	2019-04-15	Code

#1SAMURAI-LSOTA
92.2
Success Rate 0.5· 2024-11-18
SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory Code
#2MITSSOTA
89.8
Success Rate 0.5· 2023-08-25
Integrating Boxes and Masks: A Multi-Object Framework for Unified Visual Tracking and Segmentation Code
#3SPMTrack-L
89.4
Success Rate 0.5· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#4SPMTrack-G
89.2
Success Rate 0.5· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#5MCITrack-L384
88.5
Success Rate 0.5· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#6MCITrack-B224
88.2
Success Rate 0.5· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#7HIPTrack
88
Success Rate 0.5· 2023-11-03
HIPTrack: Visual Tracking with Historical Prompts Code
#8ARTrackV2-L
87.8
Success Rate 0.5· 2023-12-28
ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe Code
#9LoRAT-g-378
87.8
Success Rate 0.5· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#10ARTrack-L
87.4
Success Rate 0.5
No paperCode
#11RTracker-L
87
Success Rate 0.5· 2024-03-28
RTracker: Recoverable Tracking via PN Tree Structured Memory Code
#12DropMAESOTA
86.8
Success Rate 0.5· 2023-04-02
DropMAE: Masked Autoencoders with Spatial-Attention Dropout for Tracking Tasks Code
#13LoRAT-L-378
86.2
Success Rate 0.5· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#14SPMTrack-B
85.9
Success Rate 0.5· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#15MixFormer-LSOTA
85.73
Success Rate 0.5· 2022-03-21
MixFormer: End-to-End Tracking with Iterative Mixed Attention Code
#16NeighborTrack-OSTrack
85.72
Success Rate 0.5· 2022-11-12
NeighborTrack: Improving Single Object Tracking by Bipartite Matching with Neighbor Tracklets Code
#17TATrack-L-GOT
85.7
Success Rate 0.5· 2023-02-27
Target-Aware Tracking with Long-term Context Attention Code
#18MixViT-L(ConvMAE)
85.3
Success Rate 0.5· 2023-02-06
MixFormer: End-to-End Tracking with Iterative Mixed Attention Code
#19OSTrack-384
83.2
Success Rate 0.5· 2022-03-22
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework Code
#20SeqTrack-L384
81.9
Success Rate 0.5· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#21MixFormer
80
Success Rate 0.5· 2022-03-21
MixFormer: End-to-End Tracking with Iterative Mixed Attention Code
#22AiATrack
80
Success Rate 0.5· 2022-07-20
AiATrack: Attention in Attention for Transformer Visual Tracking Code
#23MixFormer-1k
79.9
Success Rate 0.5· 2022-03-21
MixFormer: End-to-End Tracking with Iterative Mixed Attention Code
#24STARKSOTA
78.1
Success Rate 0.5· 2021-03-31
Learning Spatio-Temporal Transformer for Visual Tracking Code
#25SwinTrack-B
78
Success Rate 0.5· 2021-12-02
SwinTrack: A Simple and Strong Baseline for Transformer Tracking Code
#26TREG
77.8
Success Rate 0.5· 2021-04-01
Target Transformed Regression for Accurate Tracking Code
#27SLT-TransT
76.8
Success Rate 0.5· 2022-08-11
Towards Sequence-Level Training for Visual Tracking Code
#28ATOMSOTA
74.2
Success Rate 0.5· 2018-11-19
ATOM: Accurate Tracking by Overlap Maximization Code
#29SiamFC++
74.2
Success Rate 0.5· 2019-11-14
SiamFC++: Towards Robust and Accurate Visual Tracking with Target Estimation Guidelines Code
#30STMTrack
73.7
Success Rate 0.5· 2021-04-01
STMTrack: Template-free Visual Tracking with Space-time Memory Networks Code
#31TRASFUST
72.9
Success Rate 0.5· 2020-07-08
Tracking-by-Trackers with a Distilled and Reinforced Model Code
#32Siam R-CNN
72.8
Success Rate 0.5· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#33Ocean
72.1
Success Rate 0.5· 2020-06-18
Ocean: Object-aware Anchor-free Tracking Code
#34DiMP
71.7
Success Rate 0.5· 2019-04-15
Learning Discriminative Model Prediction for Tracking Code