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Models/SG-DETR

SG-DETR

Reported on 19 benchmarks across 4 tasks · 1 paper · 2 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision15 results

Highlight DetectiononTvSum
mAP· 2024-10-02
87.1
best: 88 (FlashVTG)
SOTA
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615
VideoonTACoS
R@1,IoU=0.3· 2024-10-02
56.71
best: 58.1 (SG-DETR (w/ PT))
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615
VideoonTACoS
R@1,IoU=0.5· 2024-10-02
44.7
best: 46.79 (DeCafNet)
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615
VideoonTACoS
R@1,IoU=0.7· 2024-10-02
29.9
best: 33.9 (SG-DETR (w/ PT))
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615
VideoonTACoS
mIoU· 2024-10-02
40.9
best: 42.4 (SG-DETR (w/ PT))
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615
Moment RetrievalonCharades-STA
R@1 IoU=0.5· 2024-10-02
70.2
best: 71.1 (SG-DETR (w/ PT))
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615
Moment RetrievalonCharades-STA
R@1 IoU=0.7· 2024-10-02
49.5
best: 52.8 (SG-DETR (w/ PT))
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615
Moment RetrievalonQVHighlights
R@1 IoU=0.5· 2024-10-02
72.2
best: 76.59 (LLaVA-MR)
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615
Moment RetrievalonQVHighlights
R@1 IoU=0.7· 2024-10-02
56.6
best: 61.48 (LLaVA-MR)
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615
Moment RetrievalonQVHighlights
mAP· 2024-10-02
54.1
best: 58.8 (SG-DETR (w/ PT))
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615
Moment RetrievalonQVHighlights
mAP@0.5· 2024-10-02
73.2
best: 76.2 (SG-DETR (w/ PT))
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615
Moment RetrievalonQVHighlights
mAP@0.75· 2024-10-02
55.8
best: 60.8 (SG-DETR (w/ PT))
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615
Highlight DetectiononYouTube Highlights
mAP· 2024-10-02
76.7
best: 78 (SG-DETR (w/ PT))
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615
Highlight DetectiononQVHighlights
Hit@1· 2024-10-02
69.13
best: 71.01 (FlashVTG)
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615
Highlight DetectiononQVHighlights
mAP· 2024-10-02
43.76
best: 44.7 (SG-DETR (w/ PT))
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615

Methodology4 results

16konTvSum
mAP· 2024-10-02
87.1
best: 88 (FlashVTG)
SOTA
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615
16konYouTube Highlights
mAP· 2024-10-02
76.7
best: 78 (SG-DETR (w/ PT))
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615
16konQVHighlights
Hit@1· 2024-10-02
69.13
best: 71.01 (FlashVTG)
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615
16konQVHighlights
mAP· 2024-10-02
43.76
best: 44.7 (SG-DETR (w/ PT))
Saliency-Guided DETR for Moment Retrieval and Highlight Detection arXiv:2410.01615