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