Research map / 3D vision / 3D generation
Multi-View Consistent Generative Adversarial Networks for 3D-Aware Image Synthesis
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add MVCGAN's geometry-constrained multi-view optimization | 3D-aware image synthesis · CELEBA-HQ 256² | FID: 47.5 -> 11.8 | Helped |
| Add MVCGAN's geometry-constrained multi-view optimization | 3D-aware image synthesis · CELEBA-HQ 512² | FID: 57.7 -> 12.9 | Helped |
| Add MVCGAN's geometry-constrained multi-view optimization | 3D-aware image synthesis · FFHQ 256² | FID: 67.2 -> 13.7 | Helped |
| Add MVCGAN's geometry-constrained multi-view optimization | 3D-aware image synthesis · FFHQ 512² | FID: 71.2 -> 13.4 | Helped |
| Add MVCGAN's geometry-constrained multi-view optimization | 3D-aware image synthesis · AFHQv2 cat 256² | FID: 75.8 -> 17.1 | Helped |
| Add feature-level multi-view optimization to image-level optimization (ablation) | MVCGAN · FFHQ 256² | FID: 22.5 -> 13.7 | Helped |
Closest papers by meaning
- G-NeRF: Geometry-enhanced Novel View Synthesis from Single-View Images (CVPR 2024 · similarity 0.88)
- What You See is What You GAN: Rendering Every Pixel for High-Fidelity Geometry in 3D GANs (CVPR 2024 · similarity 0.88)
- MVD-Fusion: Single-view 3D via Depth-consistent Multi-view Generation (CVPR 2024 · similarity 0.88)
- Geometry-guided Online 3D Video Synthesis with Multi-View Temporal Consistency (CVPR 2025 · similarity 0.88)
- CAD: Photorealistic 3D Generation via Adversarial Distillation (CVPR 2024 · similarity 0.87)
- WildFusion: Learning 3D-Aware Latent Diffusion Models in View Space (ICLR 2024 · similarity 0.87)
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