Resize image
Linear interpolation uses linear function to find the a weight of point between given two points.
Given two point $A = (x_1, y_2)$ and $B = (x_2, y_2)$
Find a weight of a point between $A$ and $B$
\begin{equation}
\begin{aligned}
x' &= (1 - t)x_1 + t x_2 \\
y' &= (1 - t)y_1 + t y_2 \quad \text{ where } 0 \leq t \leq 1 \\
\end{aligned}
\end{equation}
Given four points: $p_{0}, p_{1}, p_{2}, p_{3}$ Compute the weight of two points:
Compute $p_{01}$ from $p_0$ to $p_1$
\begin{equation}
\begin{aligned}
x_{01} = (1 - t)x_0 + t x_1 \\
y_{01} = (1 - t)y_0 + t y_1 \\
\end{aligned}
\end{equation}
Compute $p_{23}$ from $p_2$ to $p_3$
\begin{equation}
\begin{aligned}
x_{23} = (1 - t)x_2 + t x_3 \\
y_{23} = (1 - t)y_2 + t y_3 \\
\end{aligned}
\end{equation}
Compute $p_{0123}$ from $p_{01}, p_{23}$
\begin{equation}
\begin{aligned}
x_{0123} = (1 - t)x_{01} + t x_{23} \\
y_{0123} = (1 - t)y_{01} + t y_{23} \\
\end{aligned}
\end{equation}
Let's enlarge an image three times the original size
Given four points $A, B, C, D$ from the figure below, they can be interpolated it with various $t$
1. Interpolate $A, B$
$A = (1-t)A + tB$ where $t = 0$
$E = (1-t)A + tB$ where $t = \frac{1}{3}$
$F = (1-t)A + tB$ where $t = \frac{2}{3}$
$B = (1-t)A + tB$ where $t = 1 $
2. Interpolate $C, D$
similar to 1
3. Interpolate $A, C$
similar to 1
4. Interpolate $B, D$
similar to 1