Research map / Video / Video segmentation and tracking
Unsupervised Learning From Narrated Instruction Videos
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use text-discovered steps and weak caption-timing constraints together with visual clustering | Instruction-video step localization · Changing tire and Performing CPR | F1 score | Helped |
| Use text-discovered steps and weak caption-timing constraints together with visual clustering | Instruction-video step localization · Repotting plant | F1 score | No clear effect |
| Use text-discovered steps and weak caption-timing constraints together with visual clustering | Instruction-video step localization · Jumping car | F1 score | Mixed |
| Use text-discovered steps and weak caption-timing constraints together with visual clustering | Instruction-video step localization · Making coffee | F1 score | No clear effect |
| Use Frank-Wolfe optimization instead of Poa for multiple sequence alignment | Text step discovery · All five instruction tasks | alignment objective | Helped |
| Add weak textual constraints from caption timing to video-only discriminative clustering | Instruction-video step localization · Change tire and Perform CPR | F1 score | Helped |
Closest papers by meaning
- Detours for Navigating Instructional Videos (CVPR 2024 · similarity 0.87)
- SLVMBench: Skill Learning from Video Memory (NeurIPS 2026 · similarity 0.86)
- Step Differences in Instructional Video (CVPR 2024 · similarity 0.86)
- Collaborative Weakly Supervised Video Correlation Learning for Procedure-Aware Instructional Video Analysis (AAAI 2024 · similarity 0.85)
- ShowHowTo: Generating Scene-Conditioned Step-by-Step Visual Instructions (CVPR 2025 · similarity 0.85)
- Masked Temporal Interpolation Diffusion for Procedure Planning in Instructional Videos (ICLR 2025 · similarity 0.85)
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