Object Tracking on UAV123

Metric: AUC (higher is better)

LeaderboardDataset

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Results

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#	Model↕	AUC▼	Extra Data	Paper	Date↕	Code
1	LoRAT-g-378	0.739	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
2	NeighborTrack-OSTrack	0.725	No	NeighborTrack: Improving Single Object Tracking ...	2022-11-12	Code
3	LoRAT-L-378	0.725	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
4	ARTrackV2-L	0.717	No	ARTrackV2: Prompting Autoregressive Tracker Wher...	2023-12-28	Code
5	SPMTrack-B	0.717	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
6	ARTrack-L	0.712	No	-	-	Code
7	OSTrack -384	0.707	No	Joint Feature Learning and Relation Modeling for...	2022-03-22	Code
8	AiATrack	0.706	No	AiATrack: Attention in Attention for Transformer...	2022-07-20	Code
9	HIPTrack	0.705	No	HIPTrack: Visual Tracking with Historical Prompts	2023-11-03	Code
10	MixFormer	0.704	No	MixFormer: End-to-End Tracking with Iterative Mi...	2022-03-21	Code
11	KeepTrack	0.697	No	Learning Target Candidate Association to Keep Tr...	2021-03-30	Code
12	SeqTrack-L384	0.685	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
13	TRASFUST	0.679	No	Tracking-by-Trackers with a Distilled and Reinfo...	2020-07-08	Code
14	ATOM(Resnet18)+EnergyRegression	0.672	No	Energy-Based Models for Deep Probabilistic Regre...	2019-09-26	Code
15	DiMP-NCE+	0.672	No	How to Train Your Energy-Based Model for Regress...	2020-05-04	Code
16	TREG	0.669	No	Target Transformed Regression for Accurate Track...	2021-04-01	Code

#1LoRAT-g-378SOTA
0.739
AUC· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#2NeighborTrack-OSTrackSOTA
0.725
AUC· 2022-11-12
NeighborTrack: Improving Single Object Tracking by Bipartite Matching with Neighbor Tracklets Code
#3LoRAT-L-378
0.725
AUC· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#4ARTrackV2-L
0.717
AUC· 2023-12-28
ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe Code
#5SPMTrack-B
0.717
AUC· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#6ARTrack-L
0.712
AUC
No paperCode
#7OSTrack -384SOTA
0.707
AUC· 2022-03-22
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework Code
#8AiATrack
0.706
AUC· 2022-07-20
AiATrack: Attention in Attention for Transformer Visual Tracking Code
#9HIPTrack
0.705
AUC· 2023-11-03
HIPTrack: Visual Tracking with Historical Prompts Code
#10MixFormerSOTA
0.704
AUC· 2022-03-21
MixFormer: End-to-End Tracking with Iterative Mixed Attention Code
#11KeepTrackSOTA
0.697
AUC· 2021-03-30
Learning Target Candidate Association to Keep Track of What Not to Track Code
#12SeqTrack-L384
0.685
AUC· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#13TRASFUSTSOTA
0.679
AUC· 2020-07-08
Tracking-by-Trackers with a Distilled and Reinforced Model Code
#14ATOM(Resnet18)+EnergyRegressionSOTA
0.672
AUC· 2019-09-26
Energy-Based Models for Deep Probabilistic Regression Code
#15DiMP-NCE+
0.672
AUC· 2020-05-04
How to Train Your Energy-Based Model for Regression Code
#16TREG
0.669
AUC· 2021-04-01
Target Transformed Regression for Accurate Tracking Code