Matrix Transformation
1. **State the problem:** We need to find matrix transformations for rotating an image by a positive $\frac{\pi}{2}$ turn (90 degrees) about the origin, scaling by 2 times, reflecting across the y-axis, apply combined transformations to an image matrix, and then find the inverse transformation matrix.
2. **Given image matrix:** $$A = \begin{bmatrix} 2 & 1 \\ 3 & 4 \end{bmatrix}$$ each column is a pixel coordinate.
3. **(a) Matrix representations:**
- Rotation by $\frac{\pi}{2}$ (90 degrees) counterclockwise:
$$R = \begin{bmatrix} \cos 90^\circ & -\sin 90^\circ \\ \sin 90^\circ & \cos 90^\circ \end{bmatrix} = \begin{bmatrix} 0 & -1 \\ 1 & 0 \end{bmatrix}$$
- Scaling by factor 2 about origin:
$$S = \begin{bmatrix} 2 & 0 \\ 0 & 2 \end{bmatrix}$$
- Reflection across y-axis:
$$M = \begin{bmatrix} -1 & 0 \\ 0 & 1 \end{bmatrix}$$
4. **(b) Single matrix for combined transforms:** The transformations are applied in order: rotate, then scale, then reflect. Since matrix multiplication applies transformations from right to left,
the combined matrix is:
$$T = M \times S \times R$$
Calculate stepwise:
$$S \times R = \begin{bmatrix} 2 & 0 \\ 0 & 2 \end{bmatrix} \times \begin{bmatrix} 0 & -1 \\ 1 & 0 \end{bmatrix} = \begin{bmatrix} 0 & -2 \\ 2 & 0 \end{bmatrix}$$
Then:
$$T = M \times (S \times R) = \begin{bmatrix} -1 & 0 \\ 0 & 1 \end{bmatrix} \times \begin{bmatrix} 0 & -2 \\ 2 & 0 \end{bmatrix} = \begin{bmatrix} 0 & 2 \\ 2 & 0 \end{bmatrix}$$
5. **(c) Apply the combined matrix $T$ to image matrix $A$: $$T A = \begin{bmatrix} 0 & 2 \\ 2 & 0 \end{bmatrix} \times \begin{bmatrix} 2 & 1 \\ 3 & 4 \end{bmatrix} = \begin{bmatrix} 0 \times 2 + 2 \times 3 & 0 \times 1 + 2 \times 4 \\ 2 \times 2 + 0 \times 3 & 2 \times 1 + 0 \times 4 \end{bmatrix} = \begin{bmatrix} 6 & 8 \\ 4 & 2 \end{bmatrix}$$
6. **(d) Find the inverse matrix to undo transformations:** We want $T^{-1}$ so that $T^{-1} T A = A$.
Matrix $T = \begin{bmatrix} 0 & 2 \\ 2 & 0 \end{bmatrix}$.
Calculate determinant:
$$\det(T) = 0 \times 0 - 2 \times 2 = -4$$
The inverse is:
$$T^{-1} = \frac{1}{-4} \begin{bmatrix} 0 & -2 \\ -2 & 0 \end{bmatrix} = \begin{bmatrix} 0 & \frac{1}{2} \\ \frac{1}{2} & 0 \end{bmatrix}$$
7. **Verify inverse application:**
$$T^{-1} (T A) = A$$
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**Final answers:**
- Rotation matrix:
$$\begin{bmatrix} 0 & -1 \\ 1 & 0 \end{bmatrix}$$
- Scale matrix:
$$\begin{bmatrix} 2 & 0 \\ 0 & 2 \end{bmatrix}$$
- Reflection matrix:
$$\begin{bmatrix} -1 & 0 \\ 0 & 1 \end{bmatrix}$$
- Combined transformation matrix:
$$\begin{bmatrix} 0 & 2 \\ 2 & 0 \end{bmatrix}$$
- Transformed image matrix:
$$\begin{bmatrix} 6 & 8 \\ 4 & 2 \end{bmatrix}$$
- Inverse matrix to undo transformation:
$$\begin{bmatrix} 0 & \frac{1}{2} \\ \frac{1}{2} & 0 \end{bmatrix}$$