Features: DINOv2 ViT-B/14 patch tokens (32×32 grid at 448 px), reduced to 64 dimensions. The cat, horse and dog pairs are PF-PASCAL test pairs with their annotated keypoints; the KITTI pair is two consecutive driving frames, where the dense field becomes optical flow. Similarity is a plain dot product. The dense field applies a soft-argmax with the sharpness above and a median filter, exactly the recipe behind the slide's correspondence field. Try the left cat's eye: the right cat's eye lights up; try the other eye and the match lands on the wrong eye, which is the honest part: symmetric parts are where zero-shot features stop and supervised training begins.