1. Sampling 1) "normal" Mode mode="normal", trunc_normal_thresh=None 2) "interpolation" Mode mode="interpolation" 3) "grid_interpolation" Mode mode="grid_interpolation" 2. Experiments 1) Truncated Normal mode="normal", trunc_normal_thresh=0.1 mode="normal", trunc_normal_thresh=0.5 mode="normal", trunc_normal_thresh=1 mode="normal", trunc_normal_thresh=1.5 mode="normal", trunc_normal_thresh=2 mode="normal", trunc_normal_thresh=2.5 mode="normal", trunc_normal_thresh=3 3. Theoretical Background "Predicted $x_{0}$": $$\frac{x_{t} - \sqrt{1 - \alpha_{t}}\epsilon_{\theta}^{(t)}(x_{t})}{\sqrt{\alpha_{t}}}$$ "Direction pointing to $x_{t}$": $$\sqrt{1 - \alpha_{t - 1} - \sigma_{t}^{2}} \epsilon_{\theta}^{(t)}(x_{t})$$ 1) Backward (Denoising) Process $$x_{t - 1} = \sqrt{\alpha_{t - 1}}\Bigg(\frac{x_{t} - \sqrt{1 - \alpha_{t}}\epsilon_{\theta}}{\sqrt{\alpha_{t}}}\Bigg) + \sqrt{1 - \alpha_{t - 1}}\epsilon_{\theta}$$