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3f1d501..d6708da 100644 --- a/GAMES-202/markdown/Lecture05.md +++ b/GAMES-202/markdown/Lecture05.md @@ -4,37 +4,56 @@ ## I. Distance Field Soft Shadows +![image-20230919163306811](../images/Lecture05-img-14.png) + +**Pros**: Faster than shadow maps, and looks way better. + +**Cons**: Memory cost. + + + ### (Signed) Distance Function **Input**: Coordinate **Output**: The *minimum distance* from that coordinate to the object being described -**Characteristics**: +- May use **signs** to represent whether the point is **inside/outside** the object + +*Related to **optimal transport***. -- **Preserving Boundary**: Blending two SDF results in a moving boundary (rather than a blurred one) + + +#### Characteristics + +- **Preserving Boundary**: Blending two SDF results in a moving boundary (rather than a blurred object) ![image-20230912183945613](../images/Lecture05-img-1.png) -- **Combing Distance Functions**: +- **Combining Geometric Shapes**: Combining SDFs results in a blended shape. + - Therefore, it is easy to compute SDF for moving objects that are interacting with the scene. + ![image-20230912184114916](../images/Lecture05-img-2.png) + +- **Hard to apply textures to SDF objects**: Hard to do $uv$ parameterization. -#### Usages - -#### Ray Marching (Sphere Tracing) +### Ray Marching (Sphere Tracing) Used in ray marching to perform ray-SDF intersections. +- **Safe distance**: Assume there is a **distance field** for the entire scene, and assume at point $p$, we have $\text{SDF}(p) = d$. + - The ray will not intersect any object if it travels $d$ distance (regardless of the direction of traveling). + ![image-20230912184257745](../images/Lecture05-img-3.png) -Each time at a given point $p$, travel $\text{SDF}(p)$ distance. +Therefore, each time at a given point $p$, just travel $\text{SDF}(p)$ distance. -#### Computing Occlusions (SDF Soft Shadow) +### Computing Occlusions (SDF Soft Shadow) ![image-20230912184425904](../images/Lecture05-img-4.png) @@ -42,38 +61,67 @@ The value of $\text{SDF}$ can be used to determine a "safe" angle seen from the - The smaller the "safe" angle, the less the visibility -![image-20230912184640509](../images/Lecture05-img-5.png) -To compute the angle, use $\min\left\{\frac{k \cdot \text{SDF} (p)}{p - o}, 1.0\right\} $: -- Larger $k$ leads to earlier cutting off of **penumbra**, resulting in **harder** shadows +During ray marching + +- Calculate the "safe" angle from the eye at every step +- Keep the minimum $\theta$ + +![image-20230919165149338](../images/Lecture05-img-15.png) + +To compute the visibility (related to the safe angle) during ray marching: + +- Use $V = \min\left\{\frac{k \cdot \text{SDF} (p)}{p - o}, 1.0\right\} $: + - Larger $k$ <=> smaller safe angle <=> **earlier** cutting off of penumbra <=> **harder** shadows. + - If the $k$ is small, then the visibility would be significantly higher for regions that can see *partly* the light source. +- Why not use $\arcsin$? + - To avoid expensive computations. +![image-20230912184640509](../images/Lecture05-img-5.png) ![image-20230912184947922](../images/Lecture05-img-6.png) -#### Anti-Aliased Characters in RTR + + +### Anti-Aliased Characters in RTR ![image-20230912185138801](../images/Lecture05-img-7.png) [Troika-Three-Text from GitHub](https://github.com/protectwise/troika/tree/master/packages/troika-three-text) +- Interpolating the SDF to achieve smooth boundary on fonts. -### Pros and Cons + +### Pros and Cons of Distance Field Soft Shadows **Pros**: -- Fast +- **Fast***: + + - When compared with hard shadow generating by ray marching: Almost no additional cost (regardless of distance field generation) + + - When compared with traditional shadow mapping: faster precomputation, approximately the same time for querying - High quality **Cons**: -- Needs precomputation +- Needs precomputation: + - When deformation of objects occurred, re-computation is required + - Needs **heavy** storage: - - + - 3D texture storage - Artifacts: - - + - For example, around connections between objects + + +### Acceleration + +- Hiearchies: + - Trees (KD Trees, ...) +- Compression by deep learning @@ -83,28 +131,45 @@ Environment lighting: Simulate lighting coming from the surroundings of a scene. ![image-20230913185204341](../images/Lecture05-img-8.png) -There are **spherical** maps and **cube** maps. +There are **spherical** maps and **cube** maps. In the following context we may assume we have already obtained the lighting information regardless of the underlying structure. + +The environment lighting is used when solving the rendering equation. In this chapter we will discuss shading only - that is, the visibility term will be ignored. -The environment lighting is used when solving the rendering equation. Environment maps provide **info of incoming radiance** on a specific shading point. +Environment maps provide **information of incoming radiance** on a specific shading point. - **General Solution**: Monte Carlo Integration - Numerical - Large amount of samples required - - Can be **slow** + - Can be slow: - Sampling is not preferred in shaders\* in general: High time complexity. + - Recently, many temporal methods that relies on sampling are used. ### The Split Sum Approximation In the industry, the resulting integral is computed using sampling and summing, thus it is called **split sum** rather than split **integral**. +$$ +\frac{1}{N} \sum_{k=1}^{N} \frac{L_i(\mathbf{l}_k) f(\mathbf{l}_k, \mathbf{v}) \cos \theta_{\mathbf{l}_k}}{p(\mathbf{l}_k, \mathbf{v})} +\approx +\left( +\frac{1}{N} \sum_{k=1}^{N} L_i(\mathbf{l}_k) +\right) +\left( +\frac{1}{N} \sum_{k=1}^{N} \frac{\mathbf{l}_K, \mathbf{v} \cos \theta_{\mathbf{l}_k} \cos \theta_{\mathbf{l}_k}}{p(\mathbf{l}_k, \mathbf{v})} +\right) +$$ + + +- Used in Unreal Engine. +- **State of Art** #### Principle The split sum approximation **avoids sampling** by approximating the given integral in a way described in Lecture 4: $$ \int_{\Omega} f(x) g(x) \dd{x} \approx -\underbrace{\frac{\int_{\Omega_G} f(x) \dd{x}}{\int_{\Omega_G} \dd{x}}}_{\substack{\text{The average value} \\ \text{of $f(x)$ over the} \\ \text{effective interval of }g(x)}} +\underbrace{\frac{\int_{\Omega_G} f(x) \dd{x}}{\int_{\Omega_G} \dd{x}}}_{\substack{\text{The \textbf{average} value} \\ \text{of $f(x)$ over the} \\ \text{effective interval of }g(x)}} \cdot \int_\Omega g(x) \dd{x} $$ @@ -112,7 +177,7 @@ $$ - If the BRDF is **glossy**, then $g(x)$ or $f_r(x)$ in the formula, has small support. - If the BRDF is **diffuse**, then $g(x)$ or $f_r(x)$ in the formula, is smooth. -- *Note the slight edit on* $\Omega_G$. +- *Note the slight edit on* $\Omega_G$: We integrate $f(x)$ only in the support of $g$. @@ -136,20 +201,36 @@ _{\text{Do shading without considering lighting}} $$ - **Prefiltering** of the environment lighting: Computing the first term $\frac{ - \int_{f_r} L_i (\text{p}, \omega_i) \dd{\omega_i}}{\int_{f_r} \dd{\omega_i}}$ - - Pre-generating a set of differently filtered environment lighting + \int_{f_r} L_i (\text{p}, \omega_i) \dd{\omega_i}}{\int_{f_r} \dd{\omega_i}}$, the average value of $L_i(p, \omega_i)$ over regions of various size. + - Pre-generating a set of differently filtered environment lighting. - Filter size in-between can be approximated via (trilinear) interpolation. + - Size of the filter should correspond to solid angle (but not a fixed size on the resultant texture) ![image-20230913191319711](../images/Lecture05-img-9.png) -- And then **querying** the pre-filtered environment lighting at $\omega_i$: +- And then **querying** the pre-filtered environment lighting at $\omega_i$ (corresponding to $\vec{r}$ in the following figure): + - For diffusions you may follow the direction of $n$ + ![image-20230913191510378](../images/Lecture05-img-10.png) #### 2nd Stage +*Note that there is a another solution as of the time writing this note.* + +- Linearly Transformed Cosines: [Eric Heitz's Research Page (wordpress.com)](https://eheitzresearch.wordpress.com/415-2/) + + ![image-20230919200658841](../images/Lecture05-img-16.png) + +The idea is to: + +- **Precompute** the value of the integration left in equation $\ref{eq1}$ for all possible combinations of variables: + - Too many dimensions: roughness $\alpha$, color (Fresnel term) (triple terms, incident angle), etc + + + Compute the latter part of equation $\ref{eq1}$ by **approximating the surface as a microfacet**, and extract the Fresnel term using the **Schlick's Approximation**: $$ \begin{equation} \tag{The Microfacet Model} @@ -172,18 +253,20 @@ $$ where $$ -R_0 = \left(\frac{n_1 - n_2}{n_1 + n_2}\right)^2. +\begin{equation} \tag{Basic reflection rate} +R_0 = \left(\frac{n_1 - n_2}{n_1 + n_2}\right)^2 +\end{equation} $$ $$ \begin{equation} \tag{The NDF, Normal Distribution Function} -D(h) = \frac{\exp(\tan^2\theta_h)}{\pi \alpha^2 \cos^4 \theta_h} +D(h) = \frac{\exp(\tan^2\theta_h /\alpha^2)}{\pi \alpha^2 \cos^4 \theta_h} \end{equation} $$ ![image-20230913192819390](../images/Lecture05-img-11.png) -**The base color $R_0$ is now extracted**: +**The "base color $R_0$" is now extracted**: $$ \begin{aligned} \int_{\Omega+} f_r(\text{p}, \omega_i, \omega_o) \cos \theta_i \dd{\omega_i} \approx{} & R_0 \int_{\Omega_+} @@ -191,16 +274,19 @@ $$ & \int_{\Omega_+} \frac{f_r}{F} (1 - \cos \theta_i)^5 \cos \theta_i \dd{\omega_i} \end{aligned} $$ -and both integrals can be **precomputed**: +and both integrals can be **precomputed** with only 2 parameters, as now there are only roughness $\alpha$ and incident angle of light $\omega_i$ left: ![image-20230913193058987](../images/Lecture05-img-12.png) -- **Precomputed texture**: Each integral produces one value for each $(roughness, \cos\theta_o)$ angle pair. +- **Precomputed texture**: Each integral produces one value for each $(\alpha, \cos\theta_o)$ angle pair. #### Results +Completely avoided sampling! + Very fast and almost identical: ![image-20230913193333372](../images/Lecture05-img-13.png) + diff --git a/GAMES-202/markdown/Lecture09.md b/GAMES-202/markdown/Lecture09.md index c4c6568..c17fda1 100644 --- a/GAMES-202/markdown/Lecture09.md +++ b/GAMES-202/markdown/Lecture09.md @@ -6,11 +6,116 @@ ### Screen Space Directional Occlusion (SSDO) +- An **improvement over SSAO** +- Considering (more) actual indirect illumination +#### Key Idea + +- SSDO exploits the rendered direct illumination + + - Not from an RSM, but from the camera + + ![image-20230918213129231](../images/Lecture09-img-1.png) + +- Similar to **path tracing**: + + - At shading point $p$, cast a random ray: + - If it does not hit an obstacle, then direct illumination + - If it hits one, then indirect illumination + + ![image-20230918213334202](../images/Lecture09-img-2.png) + +#### Comparison with SSAO + +![image-20230918213427733](../images/Lecture09-img-3.png) + +#### Theory + +Consider unoccluded and occluded directions **separately**: +$$ +\begin{equation} \tag{Direct illumination} +L_o^{\text{dir}} (p, \omega_o) += +\int_{\Omega^+, V=1} L_i^{\text{dir}} (p, \omega_i) f_r (p, \omega_i, \omega_o) \cos \theta_i \dd{\omega_i} +\end{equation} +$$ + +$$ +\begin{equation} \tag{Indirect illumination} +L_o^{\text{indir}} (p, \omega_o) += +\int_{\Omega^+, V=0} L_i^{\text{indir}} (p, \omega_i) f_r (p, \omega_i, \omega_o) \cos \theta_i \dd{\omega_i} +\end{equation} +$$ + +- Indirect illumination from a pixel (patch) is derived in last lecture. + +Similar to HBAO, in that they test samples' depths in local **hemispheres**: + +![image-20230918213943134](../images/Lecture09-img-4.png) + +#### Results + +Quality closer to offline rendering. + +![image-20230918214031417](../images/Lecture09-img-5.png) + +#### Issues + +- GI in a **short** range: + + ![image-20230918214129702](../images/Lecture09-img-6.png) + +- **Visibility**: + +- **Limitation from screen space**: Missing information from **unseen** surfaces ### Screen Space Reflection (SSR) +- What is SSR? + - One way to introduce Global Illumination in RTR + - Perform ray tracing + - Does not require 3D primitives (**Screen Space**) + +- Two fundamental tasks of SSR + - Intersection: between **any** ray and the scene + - Shading: contribution from intersected pixels to the shading point + +![image-20230919161743190](../images/Lecture09-img-7.png) + +![image-20230919161850588](../images/Lecture09-img-8.png) + +![image-20230919161927182](../images/Lecture09-img-9.png) + + + +#### Basic Algorithm + +![image-20230919162617681](../images/Lecture09-img-14.png) + +- For each **fragment**: + - Compute a reflection ray + - Trace along ray direction (using depth buffer) + - Use color of intersection point as reflection color + +| Parameters | Result | +| --------------------------- | ---------------------------------------------------------- | +| High Smoothness | ![img](../images/Lecture09-img-10.png) | +| Medium Smoothness | ![img](../images/Lecture09-img-11.png) | +| Medium Smoothness + Normals | ![img](../images/Lecture09-img-12.png) | +| Variable Smoothness | ![image-20230919162547573](../images/Lecture09-img-13.png) | + + + +#### Linear Raymarch + +Goal: Find intersection point + +- At each step, check depth value +- Quality depends on step size +- Can be refined +

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