Object Tracking on TNL2K

Metric: AUC (higher is better)

LeaderboardDataset

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Results

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#	Model↕	AUC▼	Extra Data	Paper	Date↕	Code
1	MCITrack-L384	65.3	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
2	SPMTrack-G	64.7	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
3	SPMTrack-L	63.7	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
4	MCITrack-B224	62.9	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
5	LoRAT-g-378	62.7	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
6	LoRAT-L-378	62.3	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
7	SPMTrack-B	62	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
8	ODTrack-L	61.7	No	ODTrack: Online Dense Temporal Token Learning fo...	2024-01-03	Code
9	ARTrackV2-L	61.6	No	ARTrackV2: Prompting Autoregressive Tracker Wher...	2023-12-28	Code
10	ODTrack-B	60.9	No	ODTrack: Online Dense Temporal Token Learning fo...	2024-01-03	Code
11	RTracker-L	60.6	No	RTracker: Recoverable Tracking via PN Tree Struc...	2024-03-28	Code
12	ARTrack-L	60.3	No	-	-	Code
13	SeqTrack-L384	57.8	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
14	MixFormerV2-B	57.4	No	-	-	-
15	DropTrack	56.9	No	DropMAE: Masked Autoencoders with Spatial-Attent...	2023-04-02	Code

#1MCITrack-L384SOTA
65.3
AUC· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#2SPMTrack-G
64.7
AUC· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#3SPMTrack-L
63.7
AUC· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#4MCITrack-B224
62.9
AUC· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#5LoRAT-g-378SOTA
62.7
AUC· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#6LoRAT-L-378
62.3
AUC· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#7SPMTrack-B
62
AUC· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#8ODTrack-LSOTA
61.7
AUC· 2024-01-03
ODTrack: Online Dense Temporal Token Learning for Visual Tracking Code
#9ARTrackV2-LSOTA
61.6
AUC· 2023-12-28
ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe Code
#10ODTrack-B
60.9
AUC· 2024-01-03
ODTrack: Online Dense Temporal Token Learning for Visual Tracking Code
#11RTracker-L
60.6
AUC· 2024-03-28
RTracker: Recoverable Tracking via PN Tree Structured Memory Code
#12ARTrack-L
60.3
AUC
No paperCode
#13SeqTrack-L384SOTA
57.8
AUC· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#14MixFormerV2-B
57.4
AUC
No paper
#15DropTrackSOTA
56.9
AUC· 2023-04-02
DropMAE: Masked Autoencoders with Spatial-Attention Dropout for Tracking Tasks Code