Research map / Video / Video segmentation and tracking
Joint Video Summarization and Moment Localization by Cross-Task Sample Transfer
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Transfer moment-localization training samples to video summarization using iPTNet (ablation) | Video summarization · SumMe canonical | F-score | Helped |
| Add collaborative teaching with cross-task mean-teacher signals (ablation) | iPTNet video summarization · SumMe canonical and augmented | Precision and recall | Helped |
| Add importance propagation between summarization and localization importance maps (ablation) | iPTNet · SumMe canonical and augmented | Precision and recall | Helped |
| Jointly train moment localization with video summarization using cross-task transfer | Moment localization · Charades-STA | mIoU | Helped |
| Jointly train moment localization with video summarization using cross-task transfer | Moment localization · Charades-STA | Rank@1, IoU=0.3 | Helped |
| Jointly train moment localization with video summarization using cross-task transfer | Moment localization · Charades-STA | Rank@1, IoU=0.7 | Helped |
Closest papers by meaning
- Transferable Video Moment Localization by Moment-Guided Query Prompting (AAAI 2024 · similarity 0.88)
- CSTA: CNN-based Spatiotemporal Attention for Video Summarization (CVPR 2024 · similarity 0.87)
- MomentSeeker: A Task-Oriented Benchmark For Long-Video Moment Retrieval (NeurIPS 2025 · similarity 0.85)
- Video Summarization with Large Language Models (CVPR 2025 · similarity 0.85)
- V2Xum-LLM: Cross-Modal Video Summarization with Temporal Prompt Instruction Tuning (AAAI 2025 · similarity 0.85)
- Generative Video Diffusion for Unseen Novel Semantic Video Moment Retrieval (AAAI 2025 · similarity 0.85)
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