Object Tracking on NT-VOT211

Metric: AUC (higher is better)

LeaderboardDataset

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Results

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#	Model↕	AUC▼	Extra Data	Paper	Date↕	Code
1	ProContEXT	40.1	No	ProContEXT: Exploring Progressive Context Transf...	2022-10-27	Code
2	ODTrack	39.6	No	ODTrack: Online Dense Temporal Token Learning fo...	2024-01-03	Code
3	KeepTrack	39.59	No	Learning Target Candidate Association to Keep Tr...	2021-03-30	Code
4	TATrack-L	39.29	No	Target-Aware Tracking with Long-term Context Att...	2023-02-27	Code
5	ToMP-50	39.25	No	Transforming Model Prediction for Tracking	2022-03-21	Code
6	Mixformer(ConvMAE)	39.23	No	MixFormer: End-to-End Tracking with Iterative Mi...	2022-03-21	Code
7	AiATrack	38.91	No	AiATrack: Attention in Attention for Transformer...	2022-07-20	Code
8	OSTrack-384	38.59	No	Joint Feature Learning and Relation Modeling for...	2022-03-22	Code
9	Neighbor- Track(OSTrack)	38.32	No	NeighborTrack: Improving Single Object Tracking ...	2022-11-12	Code
10	STARK	38.26	No	Learning Spatio-Temporal Transformer for Visual ...	2021-03-31	Code
11	SLT-TransT	37.22	No	Towards Sequence-Level Training for Visual Track...	2022-08-11	Code
12	STMTrack	36.84	No	STMTrack: Template-free Visual Tracking with Spa...	2021-04-01	Code
13	TransT	36.79	No	Transformer Tracking	2021-03-29	Code
14	TrDiMP	36.66	No	Transformer Meets Tracker: Exploiting Temporal C...	2021-03-22	Code
15	RTS	36.2	No	Robust Visual Tracking by Segmentation	2022-03-21	Code
16	KYS	36.02	No	Know Your Surroundings: Exploiting Scene Informa...	2020-03-24	Code
17	ARTrack-L	35.92	No	-	-	Code
18	DiMP-50	35.89	No	Learning Discriminative Model Prediction for Tra...	2019-04-15	Code
19	SiamBAN-ACM	35.8	No	Learning to Fuse Asymmetric Feature Maps in Siam...	2020-12-04	Code
20	SiamMask_E	35.22	No	Fast Visual Object Tracking with Rotated Boundin...	2019-07-08	Code
21	SiamDW	35.18	No	Deeper and Wider Siamese Networks for Real-Time ...	2019-01-07	Code
22	SiamMask	35.14	No	Fast Online Object Tracking and Segmentation: A ...	2018-12-12	Code
23	Unicorn	34.52	No	Towards Grand Unification of Object Tracking	2022-07-14	Code
24	E.T.Tracker	34.38	No	Efficient Visual Tracking with Exemplar Transfor...	2021-12-17	Code
25	SiamRPN	33.92	No	-	-	Code
26	Ocean	32.86	No	Ocean: Object-aware Anchor-free Tracking	2020-06-18	Code
27	LightTrack	32.85	No	LightTrack: Finding Lightweight Neural Networks ...	2021-04-29	Code
28	SiamFC	32.62	No	Fully Convolutional Siamese Networks for Change ...	2018-10-19	Code
29	ADTrack	31.82	No	ADTrack: Target-Aware Dual Filter Learning for R...	2021-06-04	Code
30	CSRDCF	31.59	No	Learning Spatially Regularized Correlation Filte...	2016-08-19	-
31	Staple	31.29	No	Staple: Complementary Learners for Real-Time Tra...	2015-12-04	Code
32	DaSiamRPN	31.12	No	Distractor-aware Siamese Networks for Visual Obj...	2018-08-18	Code
33	Staple-CA	30.68	No	-	-	-
34	MKCFup	28.04	No	High-speed Tracking with Multi-kernel Correlatio...	2018-06-17	-
35	STRCF	27.86	No	Learning Spatial-Temporal Regularized Correlatio...	2018-03-23	Code
36	LDES	27.72	No	Robust Estimation of Similarity Transformation f...	2017-12-14	Code
37	BACF	26.29	No	Learning Background-Aware Correlation Filters fo...	2017-03-14	Code
38	KCF(HOG)	24.1	No	High-Speed Tracking with Kernelized Correlation ...	2014-04-30	Code
39	TRAS	23.58	No	Tracking-by-Trackers with a Distilled and Reinfo...	2020-07-08	Code
40	CN	23.09	No	-	-	-
41	CSK	21.31	No	High-Speed Tracking with Kernelized Correlation ...	2014-04-30	Code
42	MOSSE	19.55	No	-	-	-
43	DAT	17.52	No	-	-	-

#1ProContEXTSOTA
40.1
AUC· 2022-10-27
ProContEXT: Exploring Progressive Context Transformer for Tracking Code
#2ODTrack
39.6
AUC· 2024-01-03
ODTrack: Online Dense Temporal Token Learning for Visual Tracking Code
#3KeepTrackSOTA
39.59
AUC· 2021-03-30
Learning Target Candidate Association to Keep Track of What Not to Track Code
#4TATrack-L
39.29
AUC· 2023-02-27
Target-Aware Tracking with Long-term Context Attention Code
#5ToMP-50
39.25
AUC· 2022-03-21
Transforming Model Prediction for Tracking Code
#6Mixformer(ConvMAE)
39.23
AUC· 2022-03-21
MixFormer: End-to-End Tracking with Iterative Mixed Attention Code
#7AiATrack
38.91
AUC· 2022-07-20
AiATrack: Attention in Attention for Transformer Visual Tracking Code
#8OSTrack-384
38.59
AUC· 2022-03-22
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework Code
#9Neighbor- Track(OSTrack)
38.32
AUC· 2022-11-12
NeighborTrack: Improving Single Object Tracking by Bipartite Matching with Neighbor Tracklets Code
#10STARK
38.26
AUC· 2021-03-31
Learning Spatio-Temporal Transformer for Visual Tracking Code
#11SLT-TransT
37.22
AUC· 2022-08-11
Towards Sequence-Level Training for Visual Tracking Code
#12STMTrack
36.84
AUC· 2021-04-01
STMTrack: Template-free Visual Tracking with Space-time Memory Networks Code
#13TransTSOTA
36.79
AUC· 2021-03-29
Transformer Tracking Code
#14TrDiMPSOTA
36.66
AUC· 2021-03-22
Transformer Meets Tracker: Exploiting Temporal Context for Robust Visual Tracking Code
#15RTS
36.2
AUC· 2022-03-21
Robust Visual Tracking by Segmentation Code
#16KYSSOTA
36.02
AUC· 2020-03-24
Know Your Surroundings: Exploiting Scene Information for Object Tracking Code
#17ARTrack-L
35.92
AUC
No paperCode
#18DiMP-50SOTA
35.89
AUC· 2019-04-15
Learning Discriminative Model Prediction for Tracking Code
#19SiamBAN-ACM
35.8
AUC· 2020-12-04
Learning to Fuse Asymmetric Feature Maps in Siamese Trackers Code
#20SiamMask_E
35.22
AUC· 2019-07-08
Fast Visual Object Tracking with Rotated Bounding Boxes Code
#21SiamDWSOTA
35.18
AUC· 2019-01-07
Deeper and Wider Siamese Networks for Real-Time Visual Tracking Code
#22SiamMaskSOTA
35.14
AUC· 2018-12-12
Fast Online Object Tracking and Segmentation: A Unifying Approach Code
#23Unicorn
34.52
AUC· 2022-07-14
Towards Grand Unification of Object Tracking Code
#24E.T.Tracker
34.38
AUC· 2021-12-17
Efficient Visual Tracking with Exemplar Transformers Code
#25SiamRPN
33.92
AUC
No paperCode
#26Ocean
32.86
AUC· 2020-06-18
Ocean: Object-aware Anchor-free Tracking Code
#27LightTrack
32.85
AUC· 2021-04-29
LightTrack: Finding Lightweight Neural Networks for Object Tracking via One-Shot Architecture Search Code
#28SiamFCSOTA
32.62
AUC· 2018-10-19
Fully Convolutional Siamese Networks for Change Detection Code
#29ADTrack
31.82
AUC· 2021-06-04
ADTrack: Target-Aware Dual Filter Learning for Real-Time Anti-Dark UAV Tracking Code
#30CSRDCFSOTA
31.59
AUC· 2016-08-19
Learning Spatially Regularized Correlation Filters for Visual Tracking
#31StapleSOTA
31.29
AUC· 2015-12-04
Staple: Complementary Learners for Real-Time Tracking Code
#32DaSiamRPN
31.12
AUC· 2018-08-18
Distractor-aware Siamese Networks for Visual Object Tracking Code
#33Staple-CA
30.68
AUC
No paper
#34MKCFup
28.04
AUC· 2018-06-17
High-speed Tracking with Multi-kernel Correlation Filters
#35STRCF
27.86
AUC· 2018-03-23
Learning Spatial-Temporal Regularized Correlation Filters for Visual Tracking Code
#36LDES
27.72
AUC· 2017-12-14
Robust Estimation of Similarity Transformation for Visual Object Tracking Code
#37BACF
26.29
AUC· 2017-03-14
Learning Background-Aware Correlation Filters for Visual Tracking Code
#38KCF(HOG)SOTA
24.1
AUC· 2014-04-30
High-Speed Tracking with Kernelized Correlation Filters Code
#39TRAS
23.58
AUC· 2020-07-08
Tracking-by-Trackers with a Distilled and Reinforced Model Code
#40CN
23.09
AUC
No paper
#41CSK
21.31
AUC· 2014-04-30
High-Speed Tracking with Kernelized Correlation Filters Code
#42MOSSE
19.55
AUC
No paper
#43DAT
17.52
AUC
No paper