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ResearchFormerly WizWand

Visual Object Tracking on OTB99 (AUC, PRE)

0.764AUCVLTTT
0.167040.322020.4770.63198Mar 21, 2023Sep 27, 2023Apr 5, 2024Oct 13, 2024Apr 21, 2025Oct 29, 2025May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
VLTTTInitialize=NL+BB2023.030.7640.931
VLTTTType=Vision-Language, Supervised=Yes, Initialize=NL+BBox2026.050.740.898
OneTrackerV2-L384Unified Param=true, Onestep Training=true2026.050.7320.953
OneTrackerV2-L224Unified Param=true, Onestep Training=true2026.050.7290.946
OneTrackerV2-B384Unified Param=true, Onestep Training=true2026.050.7280.95
SUTrack-L224Unified Param=true, Onestep Training=true2026.050.7270.944
OneTrackerV2-B224Unified Param=true, Onestep Training=true2026.050.7250.948
SeqTrackv2-L384Unified Param=true, Onestep Training=false2026.050.7140.936
SUTrack-L384Unified Param=true, Onestep Training=true2026.050.7120.931
DUTrackType=Vision-Language, Supervised=Yes, Initialize=NL+BBox2026.050.7090.939
SUTrack-B224Unified Param=true, Onestep Training=true2026.050.7080.934
DTLLMType=Vision-Language, Supervised=Yes, Initialize=NL+BBox2026.050.7060.911
SVLTrack-V384Type=Vision-only, Supervised=Init.BBox, Initialize=BBox, Resolution=3842026.050.7060.932
MMTrackType=Vision-Language, Supervised=Yes, Initialize=NL+BBox2026.050.7050.918
SUTrack-B384Unified Param=true, Onestep Training=true2026.050.6970.912
OneTrackerUnified Param=false, Onestep Training=false2026.050.6970.915
UVLTrackType=Vision-Language, Supervised=Yes, Initialize=NL+BBox2026.050.6930.899
ATTrackerType=Vision-Language, Supervised=Yes, Initialize=NL+BBox2026.050.6930.903
TNL2K-2Initialize=NL+BB2023.030.680.88
TNL2K-IIType=Vision-Language, Supervised=Yes, Initialize=NL+BBox2026.050.680.88
SSTrack-256Type=Vision-only, Supervised=Init.BBox, Initialize=BBox2026.050.679—
SVLTrack-V256Type=Vision-only, Supervised=Init.BBox, Initialize=BBox, Resolution=2562026.050.6790.912
SVLTrack-L384Type=Vision-Language, Supervised=Init.Lang, Initialize=NL, Resolution=3842026.050.6670.893
SNLTInitialize=NL+BB2023.030.6660.804
SNLTType=Vision-Language, Supervised=Yes, Initialize=NL+BBox2026.050.6660.848
Diff-TrackerType=Vision-only, Supervised=No, Initialize=BBox2026.050.6610.898
SVLTrack-L256Type=Vision-Language, Supervised=Init.Lang, Initialize=NL, Resolution=2562026.050.6540.877
JointNLTInitialize=NL+BB2023.030.6530.856
JointNLTType=Vision-Language, Supervised=Yes, Initialize=NL+BBox2026.050.6530.856
TADSType=Vision-only, Supervised=Init.BBox, Initialize=BBox2026.050.653—
ULASTType=Vision-only, Supervised=No, Initialize=BBox2026.050.6480.879
RTTNLDInitialize=NL+BB2023.030.610.79
LUDTType=Vision-only, Supervised=No, Initialize=BBox2026.050.6020.769
UVLTrackType=Vision-Language, Supervised=Yes, Initialize=NL2026.050.6010.791
UDTType=Vision-only, Supervised=No, Initialize=BBox2026.050.5940.301
JointNLTInitialize=NL2023.030.5920.776
JointNLTType=Vision-Language, Supervised=Yes, Initialize=NL2026.050.5920.776
USOTType=Vision-only, Supervised=No, Initialize=BBox2026.050.5890.806
GTIInitialize=NL2023.030.5810.732
ATTrackerType=Vision-Language, Supervised=Init.Info, Initialize=NL+BBox2026.050.5550.775
TNLS-IIIInitialize=NL+BB2023.030.550.72
RTTNLDInitialize=NL2023.030.540.78
CTRNLTInitialize=NL2023.030.530.72
TNLS-IIInitialize=NL2023.030.250.29
TNL2K-1Initialize=NL2023.030.190.24