Rotate Image
January 4, 2024
Problem: #
You are given an n x n
2D matrix representing an image, rotate the image by 90 degrees (clockwise). You have to rotate the image in-place, which means you have to modify the input 2D matrix directly without using another 2D matrix.
Example: #
Input: matrix = [[1,2,3],[4,5,6],[7,8,9]]
Output: [[7,4,1],[8,5,2],[9,6,3]]
Solution: #
Algorithm: Transpose and Reverse
The algorithm works in two steps. First, transpose the matrix (swap rows with columns), and then reverse each row.
Algorithm Steps: #
- Transpose the Matrix: Swap the element at
matrix[i][j]
withmatrix[j][i]
. - Reverse Each Row: Reverse the elements in each row.
Python Code #
def rotate(matrix):
n = len(matrix)
# Transpose the matrix
for i in range(n):
for j in range(i, n):
matrix[i][j], matrix[j][i] = matrix[j][i], matrix[i][j]
# Reverse each row
for i in range(n):
matrix[i].reverse()
return matrix
# Example Usage
matrix = [[1,2,3],[4,5,6],[7,8,9]]
rotate(matrix)
print(matrix)
# Output: [[7,4,1],[8,5,2],[9,6,3]]
Time Complexity: #
- O(n^2): Transposing the matrix takes O(n^2) time and so does reversing each row.
Space Complexity: #
- O(1): The rotation is done in place, so no additional space is required.