Vision-Language Tracking on TNLLT latest (test) benchmark leaderboard · SOTA2 Research

Vision-Language Tracking on TNLLT latest (test)

64.5SROpen_VLTrack

Evaluation Results

Method	Links
Open_VLTrack2026.06		64.5	75	78.2
ReasoningTrack2026.06		63.9	74.1	77
DUTrack2026.06		62.8	72.5	75.8
VPTracker2025.12		62.5	72.9	73.8
SDTrack2026.06		61	64	82.3
CTVLT2025.12		60.9	69.5	73.6
CTVLT2026.06		60.9	69.5	73.6
MixFormer2025.12		56	61.1	67.8
MixFormer2026.06		56	61.1	67.8
MMTrack2025.12		55.8	61.8	67.7
MMTrack2026.06		55.8	61.8	67.7
AQATrack2025.12		55.1	61.5	66.5
AQATrack2026.06		55.1	61.5	66.5
ODTrack2025.12		54.4	61.3	65.9
EVPTrack2025.12		54.4	61.3	65.8
UVLTrack2025.12		54.4	60.3	66.2
ODTrack2026.06		54.4	61.3	65.9
EVPTrack2026.06		54.4	61.3	65.8
UVLTrack2026.06		54.4	60.3	66.2
UVLTrack2025.12		53.1	58.1	64.1
UVLTrack2026.06		53.1	58.1	64.1
AiATrack2025.12		53	56.9	63.5
AiATrack2026.06		53	56.9	63.5
OSTrack2025.12		52.1	57.3	63.6
OSTrack2026.06		52.1	57.3	63.6
UVLTrack2025.12		51.9	57.4	63.1
UVLTrack2026.06		51.9	57.4	63.1
GLAD2026.06		51.9	51.6	72.6
SUTrack2025.12		50.8	55.4	60
SUTrack2026.06		50.8	55.4	60
CiteTrack2025.12		50.3	55.3	60.8
CiteTrack2026.06		50.3	55.3	60.8
GRM2025.12		50	55.4	61.3
GRM2026.06		50	55.4	61.3
All-in-one2025.12		49.7	54.8	60.6
All-in-one2026.06		49.7	54.8	60.6
ROMTrack2025.12		49	54.8	59.9
ROMTrack2026.06		49	54.8	59.9
LMTrack2025.12		48.7	53	59.8
LMTrack2026.06		48.7	53	59.8
JointNLT2025.12		45.4	48.2	55.9
JointNLT2026.06		45.4	48.2	55.9
JointNLT2025.12		45	47.9	55.5
JointNLT2026.06		45	47.9	55.5