If you're looking for simpler, faster, and reliable edge detection algorithms, traditional methods like Canny, Sobel, Prewitt, and Laplacian are excellent choices.

For real-time applications or resource-constrained systems, simpler methods like Roberts or Prewitt may be the best.

However, if you need more robustness against noise or better edge accuracy, Canny or Scharr are preferred.