VAE Reconstruction & Color Expansion Evaluation
Wan 2.2 Base HDR VAE vs Ground Truth (GT)
📊 At-a-Glance Summary
Color expansion (Wan 2.2 Base HDR VAE vs GT):
- LAB volume: ~+34.09%
- Saturation: ~+22.27%
- Unique colors: ~+23.68%
- Quantized colors: ~+30.32%
- Sharpness: ~+4.25%
Structural cost:
- SSIM: ~-1.42%
- PSNR: ~-2.31%
- MSE: ~+13.09%
Key takeaway
Wan 2.2 Base HDR VAE significantly increases perceptual color richness and detail density, while introducing a mild reduction in structural fidelity and a moderate increase in reconstruction error relative to ground truth.
🧪 Evaluation Setup
- Task: Image reconstruction (VAE decode comparison)
- Model:
- Wan 2.2 Base HDR VAE
- Reference:
- Ground Truth (GT)
- Mode: Deterministic image reconstruction evaluation
- Metrics:
- Color statistics (HSV / LAB / RGB)
- Structural similarity (SSIM)
- Pixel fidelity (PSNR, MSE)
- Texture features (edges, gradients, sharpness)
- Entropy and color diversity measures
📈 Key Findings
🎨 Color behavior
- Wan 2.2 Base HDR VAE significantly expands GT color space
- Strong increases in saturation and LAB distribution volume
- Noticeably richer and more expressive chromatic output
🧱 Structure
- Slight reduction in SSIM and PSNR indicates mild structural deviation from GT
- Increased sharpness suggests enhanced edge emphasis and micro-detail amplification
👁️ Perceptual behavior
- Outputs appear more vivid and detailed than GT
- Trade-off between realism fidelity and perceptual enhancement
📊 Quantitative Results vs GT
Wan 2.2 Base HDR VAE
- Brightness: +0.79%
- Contrast: +0.73%
- Saturation: +22.27%
- Entropy: +0.13%
- Dynamic range: -0.13%
- Edge density: -1.41%
- Gradient strength: -0.68%
- LAB color volume: +34.09%
- Quantized colors: +30.32%
- Unique colors: +23.68%
- Sharpness: +4.25%
🧮 Reconstruction Quality
Wan 2.2 Base HDR VAE vs GT
- SSIM: -1.42%
- PSNR: -2.31%
- MSE: +13.09%
➡️ Slight reduction in structural fidelity with moderate increase in reconstruction error
🧠 Interpretation
Color axis → Strong winner: Wan 2.2 Base HDR VAE
- Large gains in LAB volume, saturation, and color diversity
Structure axis → Slight trade-off
- Small degradation in SSIM/PSNR balanced by increased sharpness
Perceptual axis → Winner: Wan 2.2 Base HDR VAE
- More visually rich and detailed outputs compared to GT
🏁 Final Conclusion
Wan 2.2 Base HDR VAE acts as a perceptual and chromatic enhancement VAE, expanding color richness and visible detail density beyond ground truth.
It trades a small amount of structural fidelity for significantly improved perceptual richness, making it more suitable for downstream generative pipelines where visual expressiveness is prioritized over strict reconstruction accuracy.
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