Visual Tracking on RGBT234

Metric: Success (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Success▼	Extra Data	Paper	Date↕	Code
1	SUTrack-L224	70.8	No	SUTrack: Towards Simple and Unified Single Objec...	2024-12-26	Code
2	FlexTrack	69.9	No	-	-	-
3	SeqTrackv2-L256	68.5	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
4	SeqTrackv2-L384	68	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
5	MambaVT-M256	67.5	No	MambaVT: Spatio-Temporal Contextual Modeling for...	2024-08-15	Code
6	CKD	67.4	No	Breaking Modality Gap in RGBT Tracking: Coupled ...	2024-10-15	Code
7	AINet-B384	67.3	No	RGBT Tracking via All-layer Multimodal Interacti...	2024-08-16	-
8	PromptTrack	67.2	No	-	-	-
9	APTrack	67.2	No	Adaptive Perception for Unified Visual Multi-mod...	2025-02-10	-
10	TPF	67.1	No	Breaking Shallow Limits: Task-Driven Pixel Fusio...	2025-03-14	-
11	AFter	66.7	No	AFter: Attention-based Fusion Router for RGBT Tr...	2024-05-04	Code
12	STTrack	66.7	No	Exploiting Multimodal Spatial-temporal Patterns ...	2024-12-20	Code
13	CAFormer	66.4	No	Cross-modulated Attention Transformer for RGBT T...	2024-08-05	-
14	SeqTrackv2-B384	66.3	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
15	CFBT	65.9	No	Cross Fusion RGB-T Tracking with Bi-directional ...	2024-08-30	-
16	MambaVT-S256	65.8	No	MambaVT: Spatio-Temporal Contextual Modeling for...	2024-08-15	Code
17	USTrack	65.8	No	Unified Single-Stage Transformer Network for Eff...	2023-08-26	Code
18	MPLT	65.7	No	RGB-T Tracking via Multi-Modal Mutual Prompt Lea...	2023-08-31	Code
19	CSTNet	65.2	No	Transformer-based RGB-T Tracking with Channel an...	2024-05-06	Code
20	MoETrack	65.1	No	Revisiting RGBT Tracking Benchmarks from the Per...	2024-04-30	Code
21	MMMP	65.1	No	From Two-Stream to One-Stream: Efficient RGB-T T...	2024-03-25	-
22	SeqTrackv2-B256	64.7	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
23	GMMT	64.7	No	Generative-based Fusion Mechanism for Multi-Moda...	2023-09-04	Code
24	TATrack	64.4	No	Temporal Adaptive RGBT Tracking with Modality Pr...	2024-01-02	-
25	OneTracker	64.2	No	OneTracker: Unifying Visual Object Tracking with...	2024-03-14	-
26	BAT	64.1	No	Bi-directional Adapter for Multi-modal Tracking	2023-12-17	Code
27	STMT	63.8	No	Transformer RGBT Tracking with Spatio-Temporal M...	2024-01-03	-
28	TBSI	63.7	No	-	-	Code
29	M3PT	63.4	No	Middle Fusion and Multi-Stage, Multi-Form Prompt...	2024-03-27	-
30	SDSTrack	62.5	No	SDSTrack: Self-Distillation Symmetric Adapter Le...	2024-03-24	Code
31	Un-Track	62.5	No	Single-Model and Any-Modality for Video Object T...	2023-11-27	Code
32	ViPT	61.7	No	Visual Prompt Multi-Modal Tracking	2023-03-20	Code
33	DMCNet	59.3	No	Duality-Gated Mutual Condition Network for RGBT ...	2020-11-14	-
34	ProTrack	58.7	No	Prompting for Multi-Modal Tracking	2022-07-29	-
35	DFNet	58.7	No	Dynamic Fusion Network for RGBT Tracking	2021-09-16	-
36	CMD	58.4	No	-	-	-
37	APFNet	57.9	No	-	-	Code
38	CMPP	57.5	No	-	-	-
39	JMMAC	57.3	No	Jointly Modeling Motion and Appearance Cues for ...	2020-07-04	-
40	HMFT	56.8	No	Visible-Thermal UAV Tracking: A Large-Scale Benc...	2022-04-08	Code
41	MANet++	55.4	No	RGBT Tracking via Multi-Adapter Network with Hie...	2020-11-14	-
42	MFGNet	51.3	No	MFGNet: Dynamic Modality-Aware Filter Generation...	2021-07-22	Code

#1SUTrack-L224SOTA
70.8
Success· 2024-12-26
SUTrack: Towards Simple and Unified Single Object Tracking Code
#2FlexTrack
69.9
Success
No paper
#3SeqTrackv2-L256SOTA
68.5
Success· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#4SeqTrackv2-L384
68
Success· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#5MambaVT-M256
67.5
Success· 2024-08-15
MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T Tracking Code
#6CKD
67.4
Success· 2024-10-15
Breaking Modality Gap in RGBT Tracking: Coupled Knowledge Distillation Code
#7AINet-B384
67.3
Success· 2024-08-16
RGBT Tracking via All-layer Multimodal Interactions with Progressive Fusion Mamba
#8PromptTrack
67.2
Success
No paper
#9APTrack
67.2
Success· 2025-02-10
Adaptive Perception for Unified Visual Multi-modal Object Tracking
#10TPF
67.1
Success· 2025-03-14
Breaking Shallow Limits: Task-Driven Pixel Fusion for Gap-free RGBT Tracking
#11AFter
66.7
Success· 2024-05-04
AFter: Attention-based Fusion Router for RGBT Tracking Code
#12STTrack
66.7
Success· 2024-12-20
Exploiting Multimodal Spatial-temporal Patterns for Video Object Tracking Code
#13CAFormer
66.4
Success· 2024-08-05
Cross-modulated Attention Transformer for RGBT Tracking
#14SeqTrackv2-B384
66.3
Success· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#15CFBT
65.9
Success· 2024-08-30
Cross Fusion RGB-T Tracking with Bi-directional Adapter
#16MambaVT-S256
65.8
Success· 2024-08-15
MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T Tracking Code
#17USTrack
65.8
Success· 2023-08-26
Unified Single-Stage Transformer Network for Efficient RGB-T Tracking Code
#18MPLT
65.7
Success· 2023-08-31
RGB-T Tracking via Multi-Modal Mutual Prompt Learning Code
#19CSTNet
65.2
Success· 2024-05-06
Transformer-based RGB-T Tracking with Channel and Spatial Feature Fusion Code
#20MoETrack
65.1
Success· 2024-04-30
Revisiting RGBT Tracking Benchmarks from the Perspective of Modality Validity: A New Benchmark, Problem, and Method Code
#21MMMP
65.1
Success· 2024-03-25
From Two-Stream to One-Stream: Efficient RGB-T Tracking via Mutual Prompt Learning and Knowledge Distillation
#22SeqTrackv2-B256
64.7
Success· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#23GMMT
64.7
Success· 2023-09-04
Generative-based Fusion Mechanism for Multi-Modal Tracking Code
#24TATrack
64.4
Success· 2024-01-02
Temporal Adaptive RGBT Tracking with Modality Prompt
#25OneTracker
64.2
Success· 2024-03-14
OneTracker: Unifying Visual Object Tracking with Foundation Models and Efficient Tuning
#26BAT
64.1
Success· 2023-12-17
Bi-directional Adapter for Multi-modal Tracking Code
#27STMT
63.8
Success· 2024-01-03
Transformer RGBT Tracking with Spatio-Temporal Multimodal Tokens
#28TBSI
63.7
Success
No paperCode
#29M3PT
63.4
Success· 2024-03-27
Middle Fusion and Multi-Stage, Multi-Form Prompts for Robust RGB-T Tracking
#30SDSTrack
62.5
Success· 2024-03-24
SDSTrack: Self-Distillation Symmetric Adapter Learning for Multi-Modal Visual Object Tracking Code
#31Un-Track
62.5
Success· 2023-11-27
Single-Model and Any-Modality for Video Object Tracking Code
#32ViPTSOTA
61.7
Success· 2023-03-20
Visual Prompt Multi-Modal Tracking Code
#33DMCNetSOTA
59.3
Success· 2020-11-14
Duality-Gated Mutual Condition Network for RGBT Tracking
#34ProTrack
58.7
Success· 2022-07-29
Prompting for Multi-Modal Tracking
#35DFNet
58.7
Success· 2021-09-16
Dynamic Fusion Network for RGBT Tracking
#36CMD
58.4
Success
No paper
#37APFNet
57.9
Success
No paperCode
#38CMPP
57.5
Success
No paper
#39JMMACSOTA
57.3
Success· 2020-07-04
Jointly Modeling Motion and Appearance Cues for Robust RGB-T Tracking
#40HMFT
56.8
Success· 2022-04-08
Visible-Thermal UAV Tracking: A Large-Scale Benchmark and New Baseline Code
#41MANet++
55.4
Success· 2020-11-14
RGBT Tracking via Multi-Adapter Network with Hierarchical Divergence Loss
#42MFGNet
51.3
Success· 2021-07-22
MFGNet: Dynamic Modality-Aware Filter Generation for RGB-T Tracking Code