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TrackingNet
Object Tracking on TrackingNet
Metric: Normalized Precision (higher is better)
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#
Model
↕
Normalized Precision
▼
Extra Data
Paper
Date
↕
Code
1
MCITrack-L384
92.1
No
Exploring Enhanced Contextual Information for Vi...
2024-12-15
Code
2
SPMTrack-G
91.4
No
SPMTrack: Spatio-Temporal Parameter-Efficient Fi...
2025-03-24
Code
3
SPMTrack-L
91
No
SPMTrack: Spatio-Temporal Parameter-Efficient Fi...
2025-03-24
Code
4
MCITrack-B224
90.9
No
Exploring Enhanced Contextual Information for Vi...
2024-12-15
Code
5
ARTrackV2-L
90.4
No
ARTrackV2: Prompting Autoregressive Tracker Wher...
2023-12-28
Code
6
MixViT-L(ConvMAE)
90.3
No
MixFormer: End-to-End Tracking with Iterative Mi...
2023-02-06
Code
7
SPMTrack-B
90.2
No
SPMTrack: Spatio-Temporal Parameter-Efficient Fi...
2025-03-24
Code
8
LoRAT-g-378
90.2
No
Tracking Meets LoRA: Faster Training, Larger Mod...
2024-03-08
Code
9
SeqTrack-L384
89.8
No
Unified Sequence-to-Sequence Learning for Single...
2023-04-27
Code
10
LoRAT-L-378
89.7
No
Tracking Meets LoRA: Faster Training, Larger Mod...
2024-03-08
Code
11
ARTrack-L
89.6
No
-
-
Code
12
TATrack-L
89.3
No
Target-Aware Tracking with Long-term Context Att...
2023-02-27
Code
13
HIPTrack
89.1
No
HIPTrack: Visual Tracking with Historical Prompts
2023-11-03
Code
14
UNINEXT-H
89
No
Universal Instance Perception as Object Discover...
2023-03-12
Code
15
MixFormer-L
88.9
No
MixFormer: End-to-End Tracking with Iterative Mi...
2022-03-21
Code
16
MITS
88.9
No
Integrating Boxes and Masks: A Multi-Object Fram...
2023-08-25
Code
17
DropTrack
88.9
No
DropMAE: Masked Autoencoders with Spatial-Attent...
2023-04-02
Code
18
OSTrack-384
88.5
No
Joint Feature Learning and Relation Modeling for...
2022-03-22
Code
19
NeighborTrack-OSTrack
88.3
No
NeighborTrack: Improving Single Object Tracking ...
2022-11-12
Code
20
SwinTrack-B-384
88.2
No
SwinTrack: A Simple and Strong Baseline for Tran...
2021-12-02
Code
21
MixFormerV2-B
88.1
No
-
-
-
22
AiATrack
87.8
No
AiATrack: Attention in Attention for Transformer...
2022-07-20
Code
23
SLT-TransT
87.5
No
Towards Sequence-Level Training for Visual Track...
2022-08-11
Code
24
STARK
86.9
No
Learning Spatio-Temporal Transformer for Visual ...
2021-03-31
Code
25
Unicorn
86.4
No
Towards Grand Unification of Object Tracking
2022-07-14
Code
26
Siam R-CNN
85.4
No
Siam R-CNN: Visual Tracking by Re-Detection
2019-11-28
Code
27
TREG
83.8
No
Target Transformed Regression for Accurate Track...
2021-04-01
Code
28
DiMP-NCE+
83.7
No
How to Train Your Energy-Based Model for Regress...
2020-05-04
Code
29
SiamBAN-ACM
81
No
Learning to Fuse Asymmetric Feature Maps in Siam...
2020-12-04
Code
30
DiMP-50
80.1
No
Learning Discriminative Model Prediction for Tra...
2019-04-15
Code
31
ATOM(Resnet18)+EnergyRegression
80.1
No
Energy-Based Models for Deep Probabilistic Regre...
2019-09-26
Code
32
SiamRPN++
79.98
No
SiamRPN++: Evolution of Siamese Visual Tracking ...
2018-12-31
Code
33
SiamFC++
79.8
No
SiamFC++: Towards Robust and Accurate Visual Tra...
2019-11-14
Code
34
ATOM
77.11
No
ATOM: Accurate Tracking by Overlap Maximization
2018-11-19
Code
35
GFS-DCF
71.79
No
Joint Group Feature Selection and Discriminative...
2019-07-30
Code
36
ECO
62.14
No
ECO: Efficient Convolution Operators for Tracking
2016-11-28
Code
37
STAPLE_CA
60.84
No
Staple: Complementary Learners for Real-Time Tra...
2015-12-04
Code
#1
MCITrack-L384
SOTA
92.1
Normalized Precision
· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking
Code
#2
SPMTrack-G
91.4
Normalized Precision
· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking
Code
#3
SPMTrack-L
91
Normalized Precision
· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking
Code
#4
MCITrack-B224
90.9
Normalized Precision
· 2024-12-15
Exploring Enhanced Contextual Information for Video-Level Object Tracking
Code
#5
ARTrackV2-L
SOTA
90.4
Normalized Precision
· 2023-12-28
ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe
Code
#6
MixViT-L(ConvMAE)
SOTA
90.3
Normalized Precision
· 2023-02-06
MixFormer: End-to-End Tracking with Iterative Mixed Attention
Code
#7
SPMTrack-B
90.2
Normalized Precision
· 2025-03-24
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking
Code
#8
LoRAT-g-378
90.2
Normalized Precision
· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance
Code
#9
SeqTrack-L384
89.8
Normalized Precision
· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking
Code
#10
LoRAT-L-378
89.7
Normalized Precision
· 2024-03-08
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance
Code
#11
ARTrack-L
89.6
Normalized Precision
No paper
Code
#12
TATrack-L
89.3
Normalized Precision
· 2023-02-27
Target-Aware Tracking with Long-term Context Attention
Code
#13
HIPTrack
89.1
Normalized Precision
· 2023-11-03
HIPTrack: Visual Tracking with Historical Prompts
Code
#14
UNINEXT-H
89
Normalized Precision
· 2023-03-12
Universal Instance Perception as Object Discovery and Retrieval
Code
#15
MixFormer-L
SOTA
88.9
Normalized Precision
· 2022-03-21
MixFormer: End-to-End Tracking with Iterative Mixed Attention
Code
#16
MITS
88.9
Normalized Precision
· 2023-08-25
Integrating Boxes and Masks: A Multi-Object Framework for Unified Visual Tracking and Segmentation
Code
#17
DropTrack
88.9
Normalized Precision
· 2023-04-02
DropMAE: Masked Autoencoders with Spatial-Attention Dropout for Tracking Tasks
Code
#18
OSTrack-384
88.5
Normalized Precision
· 2022-03-22
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework
Code
#19
NeighborTrack-OSTrack
88.3
Normalized Precision
· 2022-11-12
NeighborTrack: Improving Single Object Tracking by Bipartite Matching with Neighbor Tracklets
Code
#20
SwinTrack-B-384
SOTA
88.2
Normalized Precision
· 2021-12-02
SwinTrack: A Simple and Strong Baseline for Transformer Tracking
Code
#21
MixFormerV2-B
88.1
Normalized Precision
No paper
#22
AiATrack
87.8
Normalized Precision
· 2022-07-20
AiATrack: Attention in Attention for Transformer Visual Tracking
Code
#23
SLT-TransT
87.5
Normalized Precision
· 2022-08-11
Towards Sequence-Level Training for Visual Tracking
Code
#24
STARK
SOTA
86.9
Normalized Precision
· 2021-03-31
Learning Spatio-Temporal Transformer for Visual Tracking
Code
#25
Unicorn
86.4
Normalized Precision
· 2022-07-14
Towards Grand Unification of Object Tracking
Code
#26
Siam R-CNN
SOTA
85.4
Normalized Precision
· 2019-11-28
Siam R-CNN: Visual Tracking by Re-Detection
Code
#27
TREG
83.8
Normalized Precision
· 2021-04-01
Target Transformed Regression for Accurate Tracking
Code
#28
DiMP-NCE+
83.7
Normalized Precision
· 2020-05-04
How to Train Your Energy-Based Model for Regression
Code
#29
SiamBAN-ACM
81
Normalized Precision
· 2020-12-04
Learning to Fuse Asymmetric Feature Maps in Siamese Trackers
Code
#30
DiMP-50
SOTA
80.1
Normalized Precision
· 2019-04-15
Learning Discriminative Model Prediction for Tracking
Code
#31
ATOM(Resnet18)+EnergyRegression
80.1
Normalized Precision
· 2019-09-26
Energy-Based Models for Deep Probabilistic Regression
Code
#32
SiamRPN++
SOTA
79.98
Normalized Precision
· 2018-12-31
SiamRPN++: Evolution of Siamese Visual Tracking with Very Deep Networks
Code
#33
SiamFC++
79.8
Normalized Precision
· 2019-11-14
SiamFC++: Towards Robust and Accurate Visual Tracking with Target Estimation Guidelines
Code
#34
ATOM
SOTA
77.11
Normalized Precision
· 2018-11-19
ATOM: Accurate Tracking by Overlap Maximization
Code
#35
GFS-DCF
71.79
Normalized Precision
· 2019-07-30
Joint Group Feature Selection and Discriminative Filter Learning for Robust Visual Object Tracking
Code
#36
ECO
SOTA
62.14
Normalized Precision
· 2016-11-28
ECO: Efficient Convolution Operators for Tracking
Code
#37
STAPLE_CA
SOTA
60.84
Normalized Precision
· 2015-12-04
Staple: Complementary Learners for Real-Time Tracking
Code