Visual Tracking on RGBT234

Metric: Precision (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Precision▼	Extra Data	Paper	Date↕	Code
1	SUTrack-L224	94.6	No	SUTrack: Towards Simple and Unified Single Objec...	2024-12-26	Code
2	FlexTrack	92.7	No	-	-	-
3	SeqTrackv2-L256	92.3	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
4	PromptTrack	91.7	No	-	-	-
5	SeqTrackv2-L384	91.3	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
6	MambaVT-M256	90.7	No	MambaVT: Spatio-Temporal Contextual Modeling for...	2024-08-15	Code
7	APTrack	90.6	No	Adaptive Perception for Unified Visual Multi-mod...	2025-02-10	-
8	AFter	90.1	No	AFter: Attention-based Fusion Router for RGBT Tr...	2024-05-04	Code
9	CKD	90	No	Breaking Modality Gap in RGBT Tracking: Coupled ...	2024-10-15	Code
10	SeqTrackv2-B384	90	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
11	CFBT	89.9	No	Cross Fusion RGB-T Tracking with Bi-directional ...	2024-08-30	-
12	STTrack	89.8	No	Exploiting Multimodal Spatial-temporal Patterns ...	2024-12-20	Code
13	TPF	89.7	No	Breaking Shallow Limits: Task-Driven Pixel Fusio...	2025-03-14	-
14	AINet-B384	89.2	No	RGBT Tracking via All-layer Multimodal Interacti...	2024-08-16	-
15	MambaVT-S256	88.9	No	MambaVT: Spatio-Temporal Contextual Modeling for...	2024-08-15	Code
16	MPLT	88.4	No	RGB-T Tracking via Multi-Modal Mutual Prompt Lea...	2023-08-31	Code
17	CSTNet	88.4	No	Transformer-based RGB-T Tracking with Channel an...	2024-05-06	Code
18	CAFormer	88.3	No	Cross-modulated Attention Transformer for RGBT T...	2024-08-05	-
19	MoETrack	88.1	No	Revisiting RGBT Tracking Benchmarks from the Per...	2024-04-30	Code
20	SeqTrackv2-B256	88	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
21	GMMT	87.9	No	Generative-based Fusion Mechanism for Multi-Moda...	2023-09-04	Code
22	USTrack	87.4	No	Unified Single-Stage Transformer Network for Eff...	2023-08-26	Code
23	MMMP	87.3	No	From Two-Stream to One-Stream: Efficient RGB-T T...	2024-03-25	-
24	TATrack	87.2	No	Temporal Adaptive RGBT Tracking with Modality Pr...	2024-01-02	-
25	TBSI	87.1	No	-	-	Code
26	BAT	86.8	No	Bi-directional Adapter for Multi-modal Tracking	2023-12-17	Code
27	STMT	86.5	No	Transformer RGBT Tracking with Spatio-Temporal M...	2024-01-03	-
28	M3PT	85.9	No	Middle Fusion and Multi-Stage, Multi-Form Prompt...	2024-03-27	-
29	OneTracker	85.7	No	OneTracker: Unifying Visual Object Tracking with...	2024-03-14	-
30	SDSTrack	84.8	No	SDSTrack: Self-Distillation Symmetric Adapter Le...	2024-03-24	Code
31	Un-Track	84.2	No	Single-Model and Any-Modality for Video Object T...	2023-11-27	Code
32	DMCNet	83.9	No	Duality-Gated Mutual Condition Network for RGBT ...	2020-11-14	-
33	ViPT	83.5	No	Visual Prompt Multi-Modal Tracking	2023-03-20	Code
34	APFNet	82.7	No	-	-	Code
35	CMD	82.4	No	-	-	-
36	CMPP	82.3	No	-	-	-
37	MANet++	80	No	RGBT Tracking via Multi-Adapter Network with Hie...	2020-11-14	-
38	JMMAC	79	No	Jointly Modeling Motion and Appearance Cues for ...	2020-07-04	-
39	HMFT	78.8	No	Visible-Thermal UAV Tracking: A Large-Scale Benc...	2022-04-08	Code
40	ProTrack	78.6	No	Prompting for Multi-Modal Tracking	2022-07-29	-
41	DFNet	78.6	No	Dynamic Fusion Network for RGBT Tracking	2021-09-16	-
42	MFGNet	77.2	No	MFGNet: Dynamic Modality-Aware Filter Generation...	2021-07-22	Code

#1SUTrack-L224SOTA
94.6
Precision· 2024-12-26
SUTrack: Towards Simple and Unified Single Object Tracking Code
#2FlexTrack
92.7
Precision
No paper
#3SeqTrackv2-L256SOTA
92.3
Precision· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#4PromptTrack
91.7
Precision
No paper
#5SeqTrackv2-L384
91.3
Precision· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#6MambaVT-M256
90.7
Precision· 2024-08-15
MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T Tracking Code
#7APTrack
90.6
Precision· 2025-02-10
Adaptive Perception for Unified Visual Multi-modal Object Tracking
#8AFter
90.1
Precision· 2024-05-04
AFter: Attention-based Fusion Router for RGBT Tracking Code
#9CKD
90
Precision· 2024-10-15
Breaking Modality Gap in RGBT Tracking: Coupled Knowledge Distillation Code
#10SeqTrackv2-B384
90
Precision· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#11CFBT
89.9
Precision· 2024-08-30
Cross Fusion RGB-T Tracking with Bi-directional Adapter
#12STTrack
89.8
Precision· 2024-12-20
Exploiting Multimodal Spatial-temporal Patterns for Video Object Tracking Code
#13TPF
89.7
Precision· 2025-03-14
Breaking Shallow Limits: Task-Driven Pixel Fusion for Gap-free RGBT Tracking
#14AINet-B384
89.2
Precision· 2024-08-16
RGBT Tracking via All-layer Multimodal Interactions with Progressive Fusion Mamba
#15MambaVT-S256
88.9
Precision· 2024-08-15
MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T Tracking Code
#16MPLT
88.4
Precision· 2023-08-31
RGB-T Tracking via Multi-Modal Mutual Prompt Learning Code
#17CSTNet
88.4
Precision· 2024-05-06
Transformer-based RGB-T Tracking with Channel and Spatial Feature Fusion Code
#18CAFormer
88.3
Precision· 2024-08-05
Cross-modulated Attention Transformer for RGBT Tracking
#19MoETrack
88.1
Precision· 2024-04-30
Revisiting RGBT Tracking Benchmarks from the Perspective of Modality Validity: A New Benchmark, Problem, and Method Code
#20SeqTrackv2-B256
88
Precision· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#21GMMT
87.9
Precision· 2023-09-04
Generative-based Fusion Mechanism for Multi-Modal Tracking Code
#22USTrack
87.4
Precision· 2023-08-26
Unified Single-Stage Transformer Network for Efficient RGB-T Tracking Code
#23MMMP
87.3
Precision· 2024-03-25
From Two-Stream to One-Stream: Efficient RGB-T Tracking via Mutual Prompt Learning and Knowledge Distillation
#24TATrack
87.2
Precision· 2024-01-02
Temporal Adaptive RGBT Tracking with Modality Prompt
#25TBSI
87.1
Precision
No paperCode
#26BAT
86.8
Precision· 2023-12-17
Bi-directional Adapter for Multi-modal Tracking Code
#27STMT
86.5
Precision· 2024-01-03
Transformer RGBT Tracking with Spatio-Temporal Multimodal Tokens
#28M3PT
85.9
Precision· 2024-03-27
Middle Fusion and Multi-Stage, Multi-Form Prompts for Robust RGB-T Tracking
#29OneTracker
85.7
Precision· 2024-03-14
OneTracker: Unifying Visual Object Tracking with Foundation Models and Efficient Tuning
#30SDSTrack
84.8
Precision· 2024-03-24
SDSTrack: Self-Distillation Symmetric Adapter Learning for Multi-Modal Visual Object Tracking Code
#31Un-Track
84.2
Precision· 2023-11-27
Single-Model and Any-Modality for Video Object Tracking Code
#32DMCNetSOTA
83.9
Precision· 2020-11-14
Duality-Gated Mutual Condition Network for RGBT Tracking
#33ViPT
83.5
Precision· 2023-03-20
Visual Prompt Multi-Modal Tracking Code
#34APFNet
82.7
Precision
No paperCode
#35CMD
82.4
Precision
No paper
#36CMPP
82.3
Precision
No paper
#37MANet++
80
Precision· 2020-11-14
RGBT Tracking via Multi-Adapter Network with Hierarchical Divergence Loss
#38JMMACSOTA
79
Precision· 2020-07-04
Jointly Modeling Motion and Appearance Cues for Robust RGB-T Tracking
#39HMFT
78.8
Precision· 2022-04-08
Visible-Thermal UAV Tracking: A Large-Scale Benchmark and New Baseline Code
#40ProTrack
78.6
Precision· 2022-07-29
Prompting for Multi-Modal Tracking
#41DFNet
78.6
Precision· 2021-09-16
Dynamic Fusion Network for RGBT Tracking
#42MFGNet
77.2
Precision· 2021-07-22
MFGNet: Dynamic Modality-Aware Filter Generation for RGB-T Tracking Code