Object Tracking on LaSOT

Metric: AUC (higher is better)

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Results

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#	Model↕	AUC▼	Extra Data	Paper	Date↕	Code
1	SPMTrack-G	77.4	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
2	SPMTrack-L	76.8	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
3	MCITrack-L384	76.6	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
4	LoRAT-g-378	76.2	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
5	MCITrack-B224	75.3	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
6	LoRAT-L-378	75.1	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
7	DAM4SAM	75.1	No	A Distractor-Aware Memory for Visual Object Trac...	2024-11-26	Code
8	SPMTrack-B	74.9	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
9	RTracker-L	74.7	No	RTracker: Recoverable Tracking via PN Tree Struc...	2024-03-28	Code
10	SAMURAI-L	74.2	No	SAMURAI: Adapting Segment Anything Model for Zer...	2024-11-18	Code
11	SAMURAI-L	74.2	No	SAMURAI: Adapting Segment Anything Model for Zer...	2024-11-18	Code
12	ODTrack-L	74	No	ODTrack: Online Dense Temporal Token Learning fo...	2024-01-03	Code
13	ARTrackV2-L	73.6	No	ARTrackV2: Prompting Autoregressive Tracker Wher...	2023-12-28	Code
14	PiVOT-L	73.4	No	Improving Visual Object Tracking through Visual ...	2024-09-27	Code
15	MixViT-L(ConvMAE)	73.3	No	MixFormer: End-to-End Tracking with Iterative Mi...	2023-02-06	Code
16	ODTrack-B	73.2	No	ODTrack: Online Dense Temporal Token Learning fo...	2024-01-03	Code
17	ARTrack-L	73.1	No	-	-	Code
18	HIPTrack	72.7	No	HIPTrack: Visual Tracking with Historical Prompts	2023-11-03	Code
19	SeqTrack-L384	72.5	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
20	UNINEXT-L	72.4	No	Universal Instance Perception as Object Discover...	2023-03-12	Code
21	NeighborTrack-OSTrack	72.2	No	NeighborTrack: Improving Single Object Tracking ...	2022-11-12	Code
22	UNINEXT-H	72.2	No	Universal Instance Perception as Object Discover...	2023-03-12	Code
23	MITS	72	No	Integrating Boxes and Masks: A Multi-Object Fram...	2023-08-25	Code
24	DropTrack	71.8	No	DropMAE: Masked Autoencoders with Spatial-Attent...	2023-04-02	Code
25	OSTrack-384	71.1	No	Joint Feature Learning and Relation Modeling for...	2022-03-22	Code
26	TATrack-L	71.1	No	Target-Aware Tracking with Long-term Context Att...	2023-02-27	Code
27	SwinV2-L 1K-MIM	70.7	No	Revealing the Dark Secrets of Masked Image Model...	2022-05-26	Code
28	MixFormerV2-B	70.6	No	-	-	-
29	LoReTrack	70.3	No	LoReTrack: Efficient and Accurate Low-Resolution...	2024-05-27	Code
30	SwinTrack-B-384	70.2	No	SwinTrack: A Simple and Strong Baseline for Tran...	2021-12-02	Code
31	MixFormer-L	70.1	No	MixFormer: End-to-End Tracking with Iterative Mi...	2022-03-21	Code
32	SwinV2-B 1K-MIM	70	No	Revealing the Dark Secrets of Masked Image Model...	2022-05-26	Code
33	AiATrack	69	No	AiATrack: Attention in Attention for Transformer...	2022-07-20	Code
34	Unicorn	68.5	No	Towards Grand Unification of Object Tracking	2022-07-14	Code
35	KeepTrack	67.1	No	Learning Target Candidate Association to Keep Tr...	2021-03-30	Code
36	STARK	67.1	No	Learning Spatio-Temporal Transformer for Visual ...	2021-03-31	Code
37	SLT-TransT	66.8	No	Towards Sequence-Level Training for Visual Track...	2022-08-11	Code
38	TransT	64.9	No	Transformer Tracking	2021-03-29	Code
39	Siam R-CNN	64.8	No	Siam R-CNN: Visual Tracking by Re-Detection	2019-11-28	Code
40	TrDiMP	63.7	No	Transformer Meets Tracker: Exploiting Temporal C...	2021-03-22	Code
41	DiMP-NCE+	63.7	No	How to Train Your Energy-Based Model for Regress...	2020-05-04	Code
42	TRASFUST	57.6	No	Tracking-by-Trackers with a Distilled and Reinfo...	2020-07-08	Code
43	SiamBAN-ACM	57.2	No	Learning to Fuse Asymmetric Feature Maps in Siam...	2020-12-04	Code
44	DiMP	56.8	No	Learning Discriminative Model Prediction for Tra...	2019-04-15	Code
45	Elysium	56.1	No	Elysium: Exploring Object-level Perception in Vi...	2024-03-25	Code
46	ATOM	51.4	No	ATOM: Accurate Tracking by Overlap Maximization	2018-11-19	Code

#1SPMTrack-GSOTA
77.4
AUC· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#2SPMTrack-L
76.8
AUC· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#3MCITrack-L384SOTA
76.6
AUC· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#4LoRAT-g-378SOTA
76.2
AUC· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#5MCITrack-B224
75.3
AUC· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking Code
#6LoRAT-L-378
75.1
AUC· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance Code
#7DAM4SAM
75.1
AUC· 2024-11-26
A Distractor-Aware Memory for Visual Object Tracking with SAM2 Code
#8SPMTrack-B
74.9
AUC· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking Code
#9RTracker-L
74.7
AUC· 2024-03-28
RTracker: Recoverable Tracking via PN Tree Structured Memory Code
#10SAMURAI-L
74.2
AUC· 2024-11-18
SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory Code
#11SAMURAI-L
74.2
AUC· 2024-11-18
SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory Code
#12ODTrack-LSOTA
74
AUC· 2024-01-03
ODTrack: Online Dense Temporal Token Learning for Visual Tracking Code
#13ARTrackV2-LSOTA
73.6
AUC· 2023-12-28
ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe Code
#14PiVOT-L
73.4
AUC· 2024-09-27
Improving Visual Object Tracking through Visual Prompting Code
#15MixViT-L(ConvMAE)SOTA
73.3
AUC· 2023-02-06
MixFormer: End-to-End Tracking with Iterative Mixed Attention Code
#16ODTrack-B
73.2
AUC· 2024-01-03
ODTrack: Online Dense Temporal Token Learning for Visual Tracking Code
#17ARTrack-L
73.1
AUC
No paperCode
#18HIPTrack
72.7
AUC· 2023-11-03
HIPTrack: Visual Tracking with Historical Prompts Code
#19SeqTrack-L384
72.5
AUC· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#20UNINEXT-L
72.4
AUC· 2023-03-12
Universal Instance Perception as Object Discovery and Retrieval Code
#21NeighborTrack-OSTrackSOTA
72.2
AUC· 2022-11-12
NeighborTrack: Improving Single Object Tracking by Bipartite Matching with Neighbor Tracklets Code
#22UNINEXT-H
72.2
AUC· 2023-03-12
Universal Instance Perception as Object Discovery and Retrieval Code
#23MITS
72
AUC· 2023-08-25
Integrating Boxes and Masks: A Multi-Object Framework for Unified Visual Tracking and Segmentation Code
#24DropTrack
71.8
AUC· 2023-04-02
DropMAE: Masked Autoencoders with Spatial-Attention Dropout for Tracking Tasks Code
#25OSTrack-384SOTA
71.1
AUC· 2022-03-22
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework Code
#26TATrack-L
71.1
AUC· 2023-02-27
Target-Aware Tracking with Long-term Context Attention Code
#27SwinV2-L 1K-MIM
70.7
AUC· 2022-05-26
Revealing the Dark Secrets of Masked Image Modeling Code
#28MixFormerV2-B
70.6
AUC
No paper
#29LoReTrack
70.3
AUC· 2024-05-27
LoReTrack: Efficient and Accurate Low-Resolution Transformer Tracking Code
#30SwinTrack-B-384SOTA
70.2
AUC· 2021-12-02
SwinTrack: A Simple and Strong Baseline for Transformer Tracking Code
#31MixFormer-L
70.1
AUC· 2022-03-21
MixFormer: End-to-End Tracking with Iterative Mixed Attention Code
#32SwinV2-B 1K-MIM
70
AUC· 2022-05-26
Revealing the Dark Secrets of Masked Image Modeling Code
#33AiATrack
69
AUC· 2022-07-20
AiATrack: Attention in Attention for Transformer Visual Tracking Code
#34Unicorn
68.5
AUC· 2022-07-14
Towards Grand Unification of Object Tracking Code
#35KeepTrackSOTA
67.1
AUC· 2021-03-30
Learning Target Candidate Association to Keep Track of What Not to Track Code
#36STARK
67.1
AUC· 2021-03-31
Learning Spatio-Temporal Transformer for Visual Tracking Code
#37SLT-TransT
66.8
AUC· 2022-08-11
Towards Sequence-Level Training for Visual Tracking Code
#38TransTSOTA
64.9
AUC· 2021-03-29
Transformer Tracking Code
#39Siam R-CNNSOTA
64.8
AUC· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection Code
#40TrDiMP
63.7
AUC· 2021-03-22
Transformer Meets Tracker: Exploiting Temporal Context for Robust Visual Tracking Code
#41DiMP-NCE+
63.7
AUC· 2020-05-04
How to Train Your Energy-Based Model for Regression Code
#42TRASFUST
57.6
AUC· 2020-07-08
Tracking-by-Trackers with a Distilled and Reinforced Model Code
#43SiamBAN-ACM
57.2
AUC· 2020-12-04
Learning to Fuse Asymmetric Feature Maps in Siamese Trackers Code
#44DiMPSOTA
56.8
AUC· 2019-04-15
Learning Discriminative Model Prediction for Tracking Code
#45Elysium
56.1
AUC· 2024-03-25
Elysium: Exploring Object-level Perception in Videos via MLLM Code
#46ATOMSOTA
51.4
AUC· 2018-11-19
ATOM: Accurate Tracking by Overlap Maximization Code