Visual Object Tracking on LaSOT-ext

Metric: Precision (higher is better)

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#	Model↕	Precision▼	Extra Data	Paper	Date↕	Code
1	SAMURAI-L	72.2	No	SAMURAI: Adapting Segment Anything Model for Zer...	2024-11-18	Code
2	LoRAT-L-378	65.1	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
3	LoRAT-g-378	64.9	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
4	UNINEXT-H	63.8	No	Universal Instance Perception as Object Discover...	2023-03-12	Code
5	MCITrack-L384	62.9	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
6	RTracker-L	62.7	No	RTracker: Recoverable Tracking via PN Tree Struc...	2024-03-28	Code
7	MCITrack-B224	62.1	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
8	HIPTrack	60.6	No	HIPTrack: Visual Tracking with Historical Prompts	2023-11-03	Code
9	ARTrackV2-L	60.2	No	ARTrackV2: Prompting Autoregressive Tracker Wher...	2023-12-28	Code
10	DropTrack	60.2	No	DropMAE: Masked Autoencoders with Spatial-Attent...	2023-04-02	Code
11	ARTrack-L	59.7	No	-	-	Code
12	OSTrack	57.6	No	Joint Feature Learning and Relation Modeling for...	2022-03-22	Code
13	SeqTrack-L384	57.5	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
14	LTMU	47.3	No	High-Performance Long-Term Tracking with Meta-Up...	2020-04-01	Code

#1SAMURAI-LSOTA
72.2
Precision· 2024-11-18
SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory Code
#2LoRAT-L-378SOTA
65.1
Precision· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#3LoRAT-g-378
64.9
Precision· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#4UNINEXT-HSOTA
63.8
Precision· 2023-03-12
Universal Instance Perception as Object Discovery and Retrieval Code
#5MCITrack-L384
62.9
Precision· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#6RTracker-L
62.7
Precision· 2024-03-28
RTracker: Recoverable Tracking via PN Tree Structured Memory Code
#7MCITrack-B224
62.1
Precision· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#8HIPTrack
60.6
Precision· 2023-11-03
HIPTrack: Visual Tracking with Historical Prompts Code
#9ARTrackV2-L
60.2
Precision· 2023-12-28
ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe Code
#10DropTrack
60.2
Precision· 2023-04-02
DropMAE: Masked Autoencoders with Spatial-Attention Dropout for Tracking Tasks Code
#11ARTrack-L
59.7
Precision
No paperCode
#12OSTrackSOTA
57.6
Precision· 2022-03-22
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework Code
#13SeqTrack-L384
57.5
Precision· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#14LTMUSOTA
47.3
Precision· 2020-04-01
High-Performance Long-Term Tracking with Meta-Updater Code