Visual Tracking on LasHeR

Metric: Success (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	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	-

#1FlexTrack
62
Success
No paper
#2SUTrack-L384SOTA
61.9
Success· 2024-12-26
SUTrack: Towards Simple and Unified Single Object Tracking Code
#3SeqTrackv2-L384SOTA
61
Success· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#4PromptTrack
60.7
Success
No paper
#5STTrack
60.3
Success· 2024-12-20
Exploiting Multimodal Spatial-temporal Patterns for Video Object Tracking Code
#6TPF
59.5
Success· 2025-03-14
Breaking Shallow Limits: Task-Driven Pixel Fusion for Gap-free RGBT Tracking
#7AINet-B384
59.1
Success· 2024-08-16
RGBT Tracking via All-layer Multimodal Interactions with Progressive Fusion Mamba
#8APTrack
58.9
Success· 2025-02-10
Adaptive Perception for Unified Visual Multi-modal Object Tracking
#9SeqTrackv2-L256
58.8
Success· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#10MST
58.8
Success
No paper
#11CFBT
58.4
Success· 2024-08-30
Cross Fusion RGB-T Tracking with Bi-directional Adapter
#12CKD
58.1
Success· 2024-10-15
Breaking Modality Gap in RGBT Tracking: Coupled Knowledge Distillation Code
#13MambaVT-S256
57.9
Success· 2024-08-15
MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T Tracking Code
#14MoETrack
57.8
Success· 2024-04-30
Revisiting RGBT Tracking Benchmarks from the Perspective of Modality Validity: A New Benchmark, Problem, and Method Code
#15MambaVT-M256
57.5
Success· 2024-08-15
MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T Tracking Code
#16CSTNet
57.2
Success· 2024-05-06
Transformer-based RGB-T Tracking with Channel and Spatial Feature Fusion Code
#17MPLT
57.1
Success· 2023-08-31
RGB-T Tracking via Multi-Modal Mutual Prompt Learning Code
#18MMMP
56.7
Success· 2024-03-25
From Two-Stream to One-Stream: Efficient RGB-T Tracking via Mutual Prompt Learning and Knowledge Distillation
#19GMMT
56.6
Success· 2023-09-04
Generative-based Fusion Mechanism for Multi-Modal Tracking Code
#20TBSI
56.5
Success
No paperCode
#21BAT
56.3
Success· 2023-12-17
Bi-directional Adapter for Multi-modal Tracking Code
#22SeqTrackv2-B384
56.2
Success· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#23TATrack
56.1
Success· 2024-01-02
Temporal Adaptive RGBT Tracking with Modality Prompt
#24SeqTrackv2-B256
55.8
Success· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#25CAFormer
55.6
Success· 2024-08-05
Cross-modulated Attention Transformer for RGBT Tracking
#26AFter
55.1
Success· 2024-05-04
AFter: Attention-based Fusion Router for RGBT Tracking Code
#27M3PT
54.2
Success· 2024-03-27
Middle Fusion and Multi-Stage, Multi-Form Prompts for Robust RGB-T Tracking
#28OneTracker
53.8
Success· 2024-03-14
OneTracker: Unifying Visual Object Tracking with Foundation Models and Efficient Tuning
#29STMT
53.7
Success· 2024-01-03
Transformer RGBT Tracking with Spatio-Temporal Multimodal Tokens
#30Un-Track
53.6
Success· 2023-11-27
Single-Model and Any-Modality for Video Object Tracking Code
#31SDSTrack
53.1
Success· 2024-03-24
SDSTrack: Self-Distillation Symmetric Adapter Learning for Multi-Modal Visual Object Tracking Code
#32ViPTSOTA
52.5
Success· 2023-03-20
Visual Prompt Multi-Modal Tracking Code
#33CMD
46.6
Success
No paper
#34ProTrackSOTA
42.1
Success· 2022-07-29
Prompting for Multi-Modal Tracking
#35APFNet
36.2
Success
No paperCode
#36DMCNetSOTA
35.5
Success· 2020-11-14
Duality-Gated Mutual Condition Network for RGBT Tracking
#37mfDiMPSOTA
34.3
Success· 2019-08-30
Multi-Modal Fusion for End-to-End RGB-T Tracking Code
#38MANet++
31.4
Success· 2020-11-14
RGBT Tracking via Multi-Adapter Network with Hierarchical Divergence Loss
#39CAT
31.4
Success· 2020-07-26
Challenge-Aware RGBT Tracking