Research map / Video / Video segmentation and tracking
AdaCoF: Adaptive Collaboration of Flows for Video Frame Interpolation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use AdaCoF instead of lower-DoF flow, kernel, shared-weight, or SDC warping (ablation) | AdaCoF video frame interpolation · Middlebury | PSNR: 32.879 -> 35.715; 34.762 -> 35.715; 35.412 -> 35.715; 34.973 -> 35.715 | Helped |
| Remove the occlusion map (ablation) | AdaCoF · Middlebury | PSNR: 35.471 -> 35.715 | Hurt |
| Add perceptual loss without adversarial loss (ablation) | AdaCoF · DAVIS | PSNR: 26.636 -> 26.773 | Helped |
| Add perceptual loss without adversarial loss (ablation) | AdaCoF · Middlebury | PSNR: 35.715 -> 35.694 | Hurt |
| Increase the kernel size from F=1 to F=5 (ablation) | AdaCoF · Middlebury | PSNR: 32.879 -> 35.715 | Helped |
| Increase the kernel size from F=5 to F=11 (ablation) | AdaCoF · UCF101 | PSNR: 35.063 -> 35.024 | No clear effect |
| Increase dilation from d=1 to d=2 (ablation) | AdaCoF · DAVIS | PSNR: 26.636 -> 26.910 | Helped |
| Increase dilation from d=1 to d=2 (ablation) | AdaCoF · Middlebury | PSNR: 35.715 -> 35.876 | Helped |
| Fine-tune with dual-frame adversarial loss (ablation) | AdaCoF perception-oriented version · Video frame interpolation visual comparison | sharpness | Helped |
| Replace dual-frame adversarial loss with WGAN-GP or TGAN loss (ablation) | AdaCoF perception-oriented version · Video frame interpolation visual comparison | artifacts | Hurt |
Closest papers by meaning
- Depth-Aware Video Frame Interpolation (CVPR 2019 · similarity 0.90)
- Context-Aware Synthesis for Video Frame Interpolation (CVPR 2018 · similarity 0.90)
- Exploring Motion Ambiguity and Alignment for High-Quality Video Frame Interpolation (CVPR 2023 · similarity 0.89)
- Sparse Global Matching for Video Frame Interpolation with Large Motion (CVPR 2024 · similarity 0.87)
- EDEN: Enhanced Diffusion for High-quality Large-motion Video Frame Interpolation (CVPR 2025 · similarity 0.86)
- Disentangled Motion Modeling for Video Frame Interpolation (AAAI 2025 · similarity 0.86)
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