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Models/LLMEPET

LLMEPET

Reported on 23 benchmarks across 6 tasks · 1 paper

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

Computer Vision20 results

VideoonQVHighlights
R@1,IoU=0.5· 2024-07-21
66.73
best: 71.42 (InternVideo2-6B)
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
VideoonQVHighlights
R@1,IoU=0.7· 2024-07-21
49.94
best: 56.45 (InternVideo2-6B)
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
VideoonTACoS
R@1,IoU=0.3· 2024-07-21
52.73
best: 58.1 (SG-DETR (w/ PT))
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
VideoonTACoS
R@1,IoU=0.5· 2024-07-21
40.12
best: 46.79 (DeCafNet)
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
VideoonTACoS
R@1,IoU=0.7· 2024-07-21
22.78
best: 33.9 (SG-DETR (w/ PT))
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
VideoonTACoS
mIoU· 2024-07-21
36.55
best: 42.4 (SG-DETR (w/ PT))
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
Video RetrievalonQVHighlights
R@1,IoU=0.5· 2024-07-21
66.73
best: 71.42 (InternVideo2-6B)
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
Video RetrievalonQVHighlights
R@1,IoU=0.7· 2024-07-21
49.94
best: 56.45 (InternVideo2-6B)
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
Moment RetrievalonCharades-STA
R@1 IoU=0.5· 2024-07-21
58.31
best: 71.1 (SG-DETR (w/ PT))
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
Moment RetrievalonCharades-STA
R@1 IoU=0.7· 2024-07-21
36.49
best: 52.8 (SG-DETR (w/ PT))
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
Moment RetrievalonQVHighlights
R@1 IoU=0.5· 2024-07-21
66.73
best: 76.59 (LLaVA-MR)
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
Moment RetrievalonQVHighlights
R@1 IoU=0.7· 2024-07-21
49.94
best: 61.48 (LLaVA-MR)
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
Moment RetrievalonQVHighlights
mAP· 2024-07-21
44.05
best: 58.8 (SG-DETR (w/ PT))
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
Moment RetrievalonQVHighlights
mAP@0.5· 2024-07-21
65.76
best: 76.2 (SG-DETR (w/ PT))
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
Moment RetrievalonQVHighlights
mAP@0.75· 2024-07-21
43.91
best: 60.8 (SG-DETR (w/ PT))
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
Highlight DetectiononYouTube Highlights
mAP· 2024-07-21
75.3
best: 78 (SG-DETR (w/ PT))
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
Highlight DetectiononQVHighlights
Hit@1· 2024-07-21
65.69
best: 71.01 (FlashVTG)
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
Highlight DetectiononQVHighlights
mAP· 2024-07-21
40.33
best: 44.7 (SG-DETR (w/ PT))
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
Video GroundingonQVHighlights
R@1,IoU=0.5· 2024-07-21
66.73
best: 71.42 (InternVideo2-6B)
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
Video GroundingonQVHighlights
R@1,IoU=0.7· 2024-07-21
49.94
best: 56.45 (InternVideo2-6B)
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051

Methodology3 results

16konYouTube Highlights
mAP· 2024-07-21
75.3
best: 78 (SG-DETR (w/ PT))
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
16konQVHighlights
Hit@1· 2024-07-21
65.69
best: 71.01 (FlashVTG)
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051
16konQVHighlights
mAP· 2024-07-21
40.33
best: 44.7 (SG-DETR (w/ PT))
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval arXiv:2407.15051