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SOTA Temporal Grounding benchmarks and papers with code | Wizwand
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Temporal Grounding
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Charades-STA
VideoAuto-R1
mIoU
63.7
120
18d ago
ActivityNet
VideoAuto-R1
Recall@0.3
74.1
111
1mo ago
ActivityNet Captions
MKTN
Recall@1 (IoU=0.5)
58.32
85
2mo ago
Charades-STA (test)
UnLoc-L
Recall@1 (IoU=0.5)
60.8
68
2mo ago
Charades
Video-Zero
mIoU
41.85
48
2mo ago
ANet-RTL
Video-Zero
mIoU
29.75
48
2mo ago
MOT17 (test)
GPT-4o
R1@0.5
13.63
27
2mo ago
OVIS (test)
LD-DETR
R1@0.5
35.25
27
2mo ago
Ego4D-NLQ
UniversalVTG
R@1 (IoU=0.3)
29.06
25
3mo ago
CoMET-Bench
CoMET-Agent (Gemini 3 Flash)
mIoU
19.3
21
1mo ago
ActivityNet-MR
DynFrame-8B
R@0.7
33.1
21
1mo ago
Charades-STA
Time-R1
mIoU
58.1
21
1mo ago
ActivityNet-CON
TimeChat
Grounding Success Rate
38.8
21
4mo ago
Charades-CON
TimeChat
Ground Score
83.3
21
4mo ago
NExTGQA
REVISOR
Recall@0.7
11.9
20
2mo ago
Ego4D-NLQ (test)
DeCafNet-100%
R@1 (IoU=0.3)
22.21
20
4mo ago
Charades-CG (Novel-Composition)
DART
mIoU
0.453
17
23d ago
QVHighlights
Gemini 2.5 Pro
Score
70.4
16
1mo ago
RexTime
Qwen3-VL-4B + SynRL
R@0.3
38.8
15
2mo ago
Charades
VideoChat-M1
mIoU
67.7
15
4mo ago
MOT20 (test)
R^2-Tuning
R1@0.5
6.02
14
2mo ago
Charades-CG (Novel-Word)
DART
mIoU
51.09
14
23d ago
SurgVidLM Out-of-domain (test)
ReWatch-R1-7B
R@0.3
69.96
13
4mo ago
OphVL In-domain (test)
Gemini 3-Pro-Preview
R@0.3
87.85
13
4mo ago
EgoExo-Con 1.0 (test)
Human
G-Exo
72.4
12
1mo ago
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