Object Tracking on LaSOT-ext

Metric: AUC (higher is better)

LeaderboardDataset

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#	Model↕	AUC▼	Extra Data	Paper	Date↕	Code
1	SAMURAI-L	61	No	SAMURAI: Adapting Segment Anything Model for Zer...	2024-11-18	Code
2	DAM4SAM	60.9	No	A Distractor-Aware Memory for Visual Object Trac...	2024-11-26	Code
3	LoRAT-L-378	56.6	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
4	LoRAT-g-378	56.5	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
5	UNINEXT-H	56.2	No	Universal Instance Perception as Object Discover...	2023-03-12	Code
6	MCITrack-L384	55.7	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
7	RTracker-L	54.9	No	RTracker: Recoverable Tracking via PN Tree Struc...	2024-03-28	Code
8	MCITrack-B224	54.6	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
9	ODTrack-L	53.9	No	ODTrack: Online Dense Temporal Token Learning fo...	2024-01-03	Code
10	ARTrackV2-L	53.4	No	ARTrackV2: Prompting Autoregressive Tracker Wher...	2023-12-28	Code
11	HIPTrack	53	No	HIPTrack: Visual Tracking with Historical Prompts	2023-11-03	Code
12	ARTrack-L	52.8	No	-	-	Code
13	DropTrack	52.7	No	DropMAE: Masked Autoencoders with Spatial-Attent...	2023-04-02	Code
14	ODTrack-B	52.4	No	ODTrack: Online Dense Temporal Token Learning fo...	2024-01-03	Code
15	SeqTrack-L384	50.7	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
16	OSTrack	50.6	No	Joint Feature Learning and Relation Modeling for...	2022-03-22	Code
17	KeepTrack	48.2	No	Learning Target Candidate Association to Keep Tr...	2021-03-30	Code
18	LTMU	41.4	No	High-Performance Long-Term Tracking with Meta-Up...	2020-04-01	Code

#1SAMURAI-LSOTA
61
AUC· 2024-11-18
SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory Code
#2DAM4SAM
60.9
AUC· 2024-11-26
A Distractor-Aware Memory for Visual Object Tracking with SAM2 Code
#3LoRAT-L-378SOTA
56.6
AUC· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#4LoRAT-g-378
56.5
AUC· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#5UNINEXT-HSOTA
56.2
AUC· 2023-03-12
Universal Instance Perception as Object Discovery and Retrieval Code
#6MCITrack-L384
55.7
AUC· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#7RTracker-L
54.9
AUC· 2024-03-28
RTracker: Recoverable Tracking via PN Tree Structured Memory Code
#8MCITrack-B224
54.6
AUC· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#9ODTrack-L
53.9
AUC· 2024-01-03
ODTrack: Online Dense Temporal Token Learning for Visual Tracking Code
#10ARTrackV2-L
53.4
AUC· 2023-12-28
ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe Code
#11HIPTrack
53
AUC· 2023-11-03
HIPTrack: Visual Tracking with Historical Prompts Code
#12ARTrack-L
52.8
AUC
No paperCode
#13DropTrack
52.7
AUC· 2023-04-02
DropMAE: Masked Autoencoders with Spatial-Attention Dropout for Tracking Tasks Code
#14ODTrack-B
52.4
AUC· 2024-01-03
ODTrack: Online Dense Temporal Token Learning for Visual Tracking Code
#15SeqTrack-L384
50.7
AUC· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#16OSTrackSOTA
50.6
AUC· 2022-03-22
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework Code
#17KeepTrackSOTA
48.2
AUC· 2021-03-30
Learning Target Candidate Association to Keep Track of What Not to Track Code
#18LTMUSOTA
41.4
AUC· 2020-04-01
High-Performance Long-Term Tracking with Meta-Updater Code