Visual Object Tracking on LaSOT

Metric: Precision (higher is better)

LeaderboardDataset

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Results

#	Model↕	Precision▼	Extra Data	Paper	Date↕	Code
1	SPMTrack-G	85	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
2	MCITrack-L384	85	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
3	SPMTrack-L	84	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
4	LoRAT-g-378	83.5	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
5	MCITrack-B224	83.3	No	Exploring Enhanced Contextual Information for Vi...	2024-12-15	Code
6	PiVOT-L	82.1	No	Improving Visual Object Tracking through Visual ...	2024-09-27	Code
7	LoRAT-L-378	82	No	Tracking Meets LoRA: Faster Training, Larger Mod...	2024-03-08	Code
8	SPMTrack-B	81.7	No	SPMTrack: Spatio-Temporal Parameter-Efficient Fi...	2025-03-24	Code
9	ARTrackV2-L	81.1	No	ARTrackV2: Prompting Autoregressive Tracker Wher...	2023-12-28	Code
10	MixViT-L(ConvMAE)	80.3	No	MixFormer: End-to-End Tracking with Iterative Mi...	2023-02-06	Code
11	ARTrack-L	80.3	No	-	-	Code
12	SAMURAI-L	80.2	No	SAMURAI: Adapting Segment Anything Model for Zer...	2024-11-18	Code
13	SAMURAI-L	80.2	No	SAMURAI: Adapting Segment Anything Model for Zer...	2024-11-18	Code
14	HIPTrack	79.5	No	HIPTrack: Visual Tracking with Historical Prompts	2023-11-03	Code
15	UNINEXT-H	79.4	No	Universal Instance Perception as Object Discover...	2023-03-12	Code
16	SeqTrack-L384	79.3	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
17	UNINEXT-L	78.9	No	Universal Instance Perception as Object Discover...	2023-03-12	Code
18	MITS	78.5	No	Integrating Boxes and Masks: A Multi-Object Fram...	2023-08-25	Code
19	DropTrack	78.1	No	DropMAE: Masked Autoencoders with Spatial-Attent...	2023-04-02	Code
20	NeighborTrack-OSTrack	78	No	NeighborTrack: Improving Single Object Tracking ...	2022-11-12	Code
21	OSTrack-384	77.6	No	Joint Feature Learning and Relation Modeling for...	2022-03-22	Code
22	MixFormer-L	76.3	No	MixFormer: End-to-End Tracking with Iterative Mi...	2022-03-21	Code
23	MixFormerV2-B	76.2	No	-	-	-
24	LoReTrack	76.2	No	LoReTrack: Efficient and Accurate Low-Resolution...	2024-05-27	Code
25	TATrack-L	76.1	No	Target-Aware Tracking with Long-term Context Att...	2023-02-27	Code
26	SwinTrack-B-384	75.3	No	SwinTrack: A Simple and Strong Baseline for Tran...	2021-12-02	Code
27	Unicorn	74.1	No	Towards Grand Unification of Object Tracking	2022-07-14	Code
28	AiATrack	73.8	No	AiATrack: Attention in Attention for Transformer...	2022-07-20	Code
29	KeepTrack	70.2	No	Learning Target Candidate Association to Keep Tr...	2021-03-30	Code
30	TransT	69	No	Transformer Tracking	2021-03-29	Code
31	DiMP-50	68.7	No	Learning Discriminative Model Prediction for Tra...	2019-04-15	Code
32	ToMP	67.1	No	Transforming Model Prediction for Tracking	2022-03-21	Code
33	TrDiMP	61.4	No	Transformer Meets Tracker: Exploiting Temporal C...	2021-03-22	Code
34	SiamBAN-ACM	58.7	No	Learning to Fuse Asymmetric Feature Maps in Siam...	2020-12-04	Code
35	DiMP	56.7	No	Learning Discriminative Model Prediction for Tra...	2019-04-15	Code
36	ATOM	50.5	No	ATOM: Accurate Tracking by Overlap Maximization	2018-11-19	Code
37	Elysium	50.1	No	Elysium: Exploring Object-level Perception in Vi...	2024-03-25	Code