Four visual paradigms, one forecast. An interactive, side-by-side comparison of Computer Vision architectures—HOG+SVM, custom CNN, Transfer Learning (ResNet), and Vision Foundation probes (DINOv2/CLIP)—evaluating cats vs. dogs in real time.