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الرئيسية
SOTA
Highlight Detection
Highlight Detection On Qvhighlights
Highlight Detection On Qvhighlights
المقاييس
Hit@1
mAP
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نتائج أداء النماذج المختلفة على هذا المعيار القياسي
Columns
اسم النموذج
Hit@1
mAP
Paper Title
Repository
SG-DETR
69.13
43.76
Saliency-Guided DETR for Moment Retrieval and Highlight Detection
SG-DETR (w/ PT)
71.00
44.70
Saliency-Guided DETR for Moment Retrieval and Highlight Detection
VideoLights-B-pt
70.56
42.84
VideoLights: Feature Refinement and Cross-Task Alignment Transformer for Joint Video Highlight Detection and Moment Retrieval
HL-CLIP
70.60
41.94
Unleash the Potential of CLIP for Video Highlight Detection
-
UniVTG (w/ PT)
66.28
40.54
UniVTG: Towards Unified Video-Language Temporal Grounding
LLMEPET
65.69
40.33
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval
Moment-DETR w/ PT
60.17
37.43
QVHighlights: Detecting Moments and Highlights in Videos via Natural Language Queries
QD-DETR (only Video w/ PT)
61.91
-
Query-Dependent Video Representation for Moment Retrieval and Highlight Detection
CG-DETR (w/ PT)
66.60
40.71
Correlation-Guided Query-Dependency Calibration for Video Temporal Grounding
QD-DETR
62.87
39.04
Query-Dependent Video Representation for Moment Retrieval and Highlight Detection
QD-DETR (w/ PT)
62.27
38.52
Query-Dependent Video Representation for Moment Retrieval and Highlight Detection
NumPro
70.71
40.54
Number it: Temporal Grounding Videos like Flipping Manga
QD-DETR (only Video)
62.40
38.94
Query-Dependent Video Representation for Moment Retrieval and Highlight Detection
UMT (w. PT)
-
39.12
UMT: Unified Multi-modal Transformers for Joint Video Moment Retrieval and Highlight Detection
UMT
-
38.18
UMT: Unified Multi-modal Transformers for Joint Video Moment Retrieval and Highlight Detection
R^2-Tuning
64.20
40.75
$R^2$-Tuning: Efficient Image-to-Video Transfer Learning for Video Temporal Grounding
CG-DETR
66.21
40.33
Correlation-Guided Query-Dependency Calibration for Video Temporal Grounding
FlashVTG
71.01
44.09
FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal Grounding
UniVTG
60.96
38.20
UniVTG: Towards Unified Video-Language Temporal Grounding
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