Research map / Video / Video segmentation and tracking
Structure Preserving Video Prediction
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add the two-branch frequency framework (ablation) | ConvLSTM · CityScape | PSNR: 22.8 -> 25.2 | Helped |
| Add the two-branch frequency framework (ablation) | ConvLSTM · Human3.6M | PSNR: 36.2 -> 37.2 | Helped |
| Add the two-branch frequency framework (ablation) | ConvLSTM · Clean-Jerk | PSNR: 23.4 -> 25.3 | Helped |
| Add Fus-4 hidden-state fusion (ablation) | Two-B · CityScape | PSNR: 25.2 -> 25.7 | Helped |
| Add Fus-4 hidden-state fusion (ablation) | Two-B · Human3.6M | PSNR: 37.2 -> 37.5 | No clear effect |
| Add Fus-4 hidden-state fusion (ablation) | Two-B · Clean-Jerk | PSNR: 25.3 -> 25.7 | No clear effect |
| Add Tem-K temporal-adaptive kernels (ablation) | Two-B+Fus-4 · CityScape | PSNR: 25.7 -> 26.6 | Helped |
| Add Tem-K temporal-adaptive kernels (ablation) | Two-B+Fus-4 · Human3.6M | PSNR: 37.5 -> 39.7 | Helped |
| Add Tem-K temporal-adaptive kernels (ablation) | Two-B+Fus-4 · Clean-Jerk | PSNR: 25.7 -> 27.5 | Helped |
Closest papers by meaning
- Flexible Spatio-Temporal Networks for Video Prediction (CVPR 2017 · similarity 0.88)
- Decomposing Motion and Content for Natural Video Sequence Prediction (ICLR 2017 · similarity 0.87)
- Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning (ICLR 2017 · similarity 0.87)
- Revisiting Hierarchical Approach for Persistent Long-Term Video Prediction (ICLR 2021 · similarity 0.87)
- Motion Graph Unleashed: A Novel Approach to Video Prediction (NeurIPS 2024 · similarity 0.85)
- Video Prediction by Modeling Videos as Continuous Multi-Dimensional Processes (CVPR 2024 · similarity 0.85)
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