Research map / Video / Video generation
Flow-Guided One-Shot Talking Face Generation With a High-Resolution Audio-Visual Dataset
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add style-specific identity conditioning to the animation generator (ablation) | audio-to-animation generator · HDTF | MSE (mouth): 0.1153 -> 0.0875 | Helped |
| add style-specific identity conditioning to the animation generator (ablation) | audio-to-animation generator · HDTF | SSIM (eyebrow): 0.0747 -> 0.1023 | Helped |
| add multi-task learning for mouth, eyebrow, and head pose (ablation) | audio-to-animation generator · HDTF | MSE (mouth): 0.0912 -> 0.0875 | Helped |
| add multi-task learning for mouth, eyebrow, and head pose (ablation) | audio-to-animation generator · HDTF | CCA (head pose): 0.7779 -> 0.7860 | Helped |
| add approximate dense flow input (ablation) | flow-guided video generator · HDTF | PSNR: 23.9650 -> 24.4174 | Helped |
| add matting operation (ablation) | flow-guided video generator · HDTF | SSIM: 0.8384 -> 0.8400 | Helped |
| use the proposed animation generator rather than Taylor et al. | HDTF mouth animation · HDTF | MSE (mouth): 0.1237 -> 0.0875 | Helped |
| use the proposed flow-guided generator rather than the best listed baseline | HDTF video generation · HDTF | CPBD: 0.1345 -> 0.1530 | Helped |
| use the proposed method rather than Chen et al. | HDTF lip synchronization · HDTF | AVConf: 4.122 -> 5.166 | Helped |
Closest papers by meaning
- FlowVQTalker: High-Quality Emotional Talking Face Generation through Normalizing Flow and Quantization (CVPR 2024 · similarity 0.90)
- Synergizing Motion and Appearance: Multi-Scale Compensatory Codebooks for Talking Head Video Generation (CVPR 2025 · similarity 0.90)
- Occlusion-Insensitive Talking Head Video Generation via Facelet Compensation (AAAI 2025 · similarity 0.90)
- Style2Talker: High-Resolution Talking Head Generation with Emotion Style and Art Style (AAAI 2024 · similarity 0.90)
- FG-EmoTalk: Talking Head Video Generation with Fine-Grained Controllable Facial Expressions (AAAI 2024 · similarity 0.90)
- GoHD: Gaze-oriented and Highly Disentangled Portrait Animation with Rhythmic Poses and Realistic Expressions (AAAI 2025 · similarity 0.90)
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