Research map / Video / Video segmentation and tracking
Video Prediction Recalling Long-Term Motion Context via Memory Alignment Learning
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add LMC-Memory with alignment learning (ablation) | Video prediction model · KTH 10→40, last 10 | PSNR: 25.29 -> 26.21 | Helped |
| add LMC-Memory with alignment learning (ablation) | Video prediction model · KTH 10→40, last 10 | SSIM: 0.851 -> 0.862 | Helped |
| add LMC-Memory with alignment learning (ablation) | Video prediction model · KTH 10→40, last 10 | LPIPS: 321.1 -> 195.6 | Helped |
| decompose memory queries into local motion features rather than use one globally pooled query (ablation) | LMC-Memory video prediction model · KTH 10→40, last 10 | PSNR: 25.57 -> 26.21 | Helped |
| decompose memory queries into local motion features rather than use one globally pooled query (ablation) | LMC-Memory video prediction model · KTH 10→40, last 10 | SSIM: 0.854 -> 0.862 | Helped |
| decompose memory queries into local motion features rather than use one globally pooled query (ablation) | LMC-Memory video prediction model · KTH 10→40, last 10 | LPIPS: 298.8 -> 195.6 | Helped |
Closest papers by meaning
- Learning-to-Memorize: Dynamic Context Management for Long-Horizon Autoregressive Video Generation (NeurIPS 2026 · similarity 0.89)
- Revisiting Hierarchical Approach for Persistent Long-Term Video Prediction (ICLR 2021 · similarity 0.89)
- Memory-Augmented Temporal Dynamic Learning for Action Recognition (AAAI 2019 · similarity 0.88)
- Memory as Dynamics: Learning Reliability-Guided Predictive Models for Online Video Perception (ICML 2026 · similarity 0.88)
- Learning to Generate Long-term Future via Hierarchical Prediction (ICML 2017 · similarity 0.88)
- Motion Graph Unleashed: A Novel Approach to Video Prediction (NeurIPS 2024 · similarity 0.86)
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