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