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Visual Tracking
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LasHeR
Visual Tracking on LasHeR
Metric: Success (higher is better)
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Date (newest first)
Date (oldest first)
Model name (A→Z)
#
Model
↕
Success
▼
Extra Data
Paper
Date
↕
Code
1
FlexTrack
62
No
-
-
-
2
SUTrack-L384
61.9
No
SUTrack: Towards Simple and Unified Single Objec...
2024-12-26
Code
3
SeqTrackv2-L384
61
No
Unified Sequence-to-Sequence Learning for Single...
2023-04-27
Code
4
PromptTrack
60.7
No
-
-
-
5
STTrack
60.3
No
Exploiting Multimodal Spatial-temporal Patterns ...
2024-12-20
Code
6
TPF
59.5
No
Breaking Shallow Limits: Task-Driven Pixel Fusio...
2025-03-14
-
7
AINet-B384
59.1
No
RGBT Tracking via All-layer Multimodal Interacti...
2024-08-16
-
8
APTrack
58.9
No
Adaptive Perception for Unified Visual Multi-mod...
2025-02-10
-
9
SeqTrackv2-L256
58.8
No
Unified Sequence-to-Sequence Learning for Single...
2023-04-27
Code
10
MST
58.8
No
-
-
-
11
CFBT
58.4
No
Cross Fusion RGB-T Tracking with Bi-directional ...
2024-08-30
-
12
CKD
58.1
No
Breaking Modality Gap in RGBT Tracking: Coupled ...
2024-10-15
Code
13
MambaVT-S256
57.9
No
MambaVT: Spatio-Temporal Contextual Modeling for...
2024-08-15
Code
14
MoETrack
57.8
No
Revisiting RGBT Tracking Benchmarks from the Per...
2024-04-30
Code
15
MambaVT-M256
57.5
No
MambaVT: Spatio-Temporal Contextual Modeling for...
2024-08-15
Code
16
CSTNet
57.2
No
Transformer-based RGB-T Tracking with Channel an...
2024-05-06
Code
17
MPLT
57.1
No
RGB-T Tracking via Multi-Modal Mutual Prompt Lea...
2023-08-31
Code
18
MMMP
56.7
No
From Two-Stream to One-Stream: Efficient RGB-T T...
2024-03-25
-
19
GMMT
56.6
No
Generative-based Fusion Mechanism for Multi-Moda...
2023-09-04
Code
20
TBSI
56.5
No
-
-
Code
21
BAT
56.3
No
Bi-directional Adapter for Multi-modal Tracking
2023-12-17
Code
22
SeqTrackv2-B384
56.2
No
Unified Sequence-to-Sequence Learning for Single...
2023-04-27
Code
23
TATrack
56.1
No
Temporal Adaptive RGBT Tracking with Modality Pr...
2024-01-02
-
24
SeqTrackv2-B256
55.8
No
Unified Sequence-to-Sequence Learning for Single...
2023-04-27
Code
25
CAFormer
55.6
No
Cross-modulated Attention Transformer for RGBT T...
2024-08-05
-
26
AFter
55.1
No
AFter: Attention-based Fusion Router for RGBT Tr...
2024-05-04
Code
27
M3PT
54.2
No
Middle Fusion and Multi-Stage, Multi-Form Prompt...
2024-03-27
-
28
OneTracker
53.8
No
OneTracker: Unifying Visual Object Tracking with...
2024-03-14
-
29
STMT
53.7
No
Transformer RGBT Tracking with Spatio-Temporal M...
2024-01-03
-
30
Un-Track
53.6
No
Single-Model and Any-Modality for Video Object T...
2023-11-27
Code
31
SDSTrack
53.1
No
SDSTrack: Self-Distillation Symmetric Adapter Le...
2024-03-24
Code
32
ViPT
52.5
No
Visual Prompt Multi-Modal Tracking
2023-03-20
Code
33
CMD
46.6
No
-
-
-
34
ProTrack
42.1
No
Prompting for Multi-Modal Tracking
2022-07-29
-
35
APFNet
36.2
No
-
-
Code
36
DMCNet
35.5
No
Duality-Gated Mutual Condition Network for RGBT ...
2020-11-14
-
37
mfDiMP
34.3
No
Multi-Modal Fusion for End-to-End RGB-T Tracking
2019-08-30
Code
38
MANet++
31.4
No
RGBT Tracking via Multi-Adapter Network with Hie...
2020-11-14
-
39
CAT
31.4
No
Challenge-Aware RGBT Tracking
2020-07-26
-
#1
FlexTrack
62
Success
No paper
#2
SUTrack-L384
SOTA
61.9
Success
· 2024-12-26
SUTrack: Towards Simple and Unified Single Object Tracking
Code
#3
SeqTrackv2-L384
SOTA
61
Success
· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking
Code
#4
PromptTrack
60.7
Success
No paper
#5
STTrack
60.3
Success
· 2024-12-20
Exploiting Multimodal Spatial-temporal Patterns for Video Object Tracking
Code
#6
TPF
59.5
Success
· 2025-03-14
Breaking Shallow Limits: Task-Driven Pixel Fusion for Gap-free RGBT Tracking
#7
AINet-B384
59.1
Success
· 2024-08-16
RGBT Tracking via All-layer Multimodal Interactions with Progressive Fusion Mamba
#8
APTrack
58.9
Success
· 2025-02-10
Adaptive Perception for Unified Visual Multi-modal Object Tracking
#9
SeqTrackv2-L256
58.8
Success
· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking
Code
#10
MST
58.8
Success
No paper
#11
CFBT
58.4
Success
· 2024-08-30
Cross Fusion RGB-T Tracking with Bi-directional Adapter
#12
CKD
58.1
Success
· 2024-10-15
Breaking Modality Gap in RGBT Tracking: Coupled Knowledge Distillation
Code
#13
MambaVT-S256
57.9
Success
· 2024-08-15
MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T Tracking
Code
#14
MoETrack
57.8
Success
· 2024-04-30
Revisiting RGBT Tracking Benchmarks from the Perspective of Modality Validity: A New Benchmark, Problem, and Method
Code
#15
MambaVT-M256
57.5
Success
· 2024-08-15
MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T Tracking
Code
#16
CSTNet
57.2
Success
· 2024-05-06
Transformer-based RGB-T Tracking with Channel and Spatial Feature Fusion
Code
#17
MPLT
57.1
Success
· 2023-08-31
RGB-T Tracking via Multi-Modal Mutual Prompt Learning
Code
#18
MMMP
56.7
Success
· 2024-03-25
From Two-Stream to One-Stream: Efficient RGB-T Tracking via Mutual Prompt Learning and Knowledge Distillation
#19
GMMT
56.6
Success
· 2023-09-04
Generative-based Fusion Mechanism for Multi-Modal Tracking
Code
#20
TBSI
56.5
Success
No paper
Code
#21
BAT
56.3
Success
· 2023-12-17
Bi-directional Adapter for Multi-modal Tracking
Code
#22
SeqTrackv2-B384
56.2
Success
· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking
Code
#23
TATrack
56.1
Success
· 2024-01-02
Temporal Adaptive RGBT Tracking with Modality Prompt
#24
SeqTrackv2-B256
55.8
Success
· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking
Code
#25
CAFormer
55.6
Success
· 2024-08-05
Cross-modulated Attention Transformer for RGBT Tracking
#26
AFter
55.1
Success
· 2024-05-04
AFter: Attention-based Fusion Router for RGBT Tracking
Code
#27
M3PT
54.2
Success
· 2024-03-27
Middle Fusion and Multi-Stage, Multi-Form Prompts for Robust RGB-T Tracking
#28
OneTracker
53.8
Success
· 2024-03-14
OneTracker: Unifying Visual Object Tracking with Foundation Models and Efficient Tuning
#29
STMT
53.7
Success
· 2024-01-03
Transformer RGBT Tracking with Spatio-Temporal Multimodal Tokens
#30
Un-Track
53.6
Success
· 2023-11-27
Single-Model and Any-Modality for Video Object Tracking
Code
#31
SDSTrack
53.1
Success
· 2024-03-24
SDSTrack: Self-Distillation Symmetric Adapter Learning for Multi-Modal Visual Object Tracking
Code
#32
ViPT
SOTA
52.5
Success
· 2023-03-20
Visual Prompt Multi-Modal Tracking
Code
#33
CMD
46.6
Success
No paper
#34
ProTrack
SOTA
42.1
Success
· 2022-07-29
Prompting for Multi-Modal Tracking
#35
APFNet
36.2
Success
No paper
Code
#36
DMCNet
SOTA
35.5
Success
· 2020-11-14
Duality-Gated Mutual Condition Network for RGBT Tracking
#37
mfDiMP
SOTA
34.3
Success
· 2019-08-30
Multi-Modal Fusion for End-to-End RGB-T Tracking
Code
#38
MANet++
31.4
Success
· 2020-11-14
RGBT Tracking via Multi-Adapter Network with Hierarchical Divergence Loss
#39
CAT
31.4
Success
· 2020-07-26
Challenge-Aware RGBT Tracking