Object Tracking on LaSOT-ext

Metric: Normalized Precision (higher is better)

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#	Model↕	Normalized Precision▼	Extra Data	Paper	Date↕	Code
1	SAMURAI-L	73.9	No	SAMURAI: Adapting Segment Anything Model for Zer...	2024-11-18	Code
2	LoRAT-L-378	69	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
3	LoRAT-g-378	69	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
4	MCITrack-L384	66.5	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
5	MCITrack-B224	65.7	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
6	RTracker-L	65.5	No	RTracker: Recoverable Tracking via PN Tree Struc...	2024-03-28	Code
7	HIPTrack	64.3	No	HIPTrack: Visual Tracking with Historical Prompts	2023-11-03	Code
8	UNINEXT-H	63.8	No	Universal Instance Perception as Object Discover...	2023-03-12	Code
9	ARTrackV2-L	63.7	No	ARTrackV2: Prompting Autoregressive Tracker Wher...	2023-12-28	Code
10	ARTrack-L	62.9	No	-	-	Code
11	SeqTrack-L384	61.6	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
12	OSTrack	61.3	No	Joint Feature Learning and Relation Modeling for...	2022-03-22	Code
13	LTMU	49.9	No	High-Performance Long-Term Tracking with Meta-Up...	2020-04-01	Code

#1SAMURAI-LSOTA
73.9
Normalized Precision· 2024-11-18
SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory Code
#2LoRAT-L-378SOTA
69
Normalized Precision· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#3LoRAT-g-378
69
Normalized Precision· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#4MCITrack-L384
66.5
Normalized Precision· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#5MCITrack-B224
65.7
Normalized Precision· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#6RTracker-L
65.5
Normalized Precision· 2024-03-28
RTracker: Recoverable Tracking via PN Tree Structured Memory Code
#7HIPTrackSOTA
64.3
Normalized Precision· 2023-11-03
HIPTrack: Visual Tracking with Historical Prompts Code
#8UNINEXT-HSOTA
63.8
Normalized Precision· 2023-03-12
Universal Instance Perception as Object Discovery and Retrieval Code
#9ARTrackV2-L
63.7
Normalized Precision· 2023-12-28
ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe Code
#10ARTrack-L
62.9
Normalized Precision
No paperCode
#11SeqTrack-L384
61.6
Normalized Precision· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#12OSTrackSOTA
61.3
Normalized Precision· 2022-03-22
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework Code
#13LTMUSOTA
49.9
Normalized Precision· 2020-04-01
High-Performance Long-Term Tracking with Meta-Updater Code