The best replacement for kd tree is octree.

The best alternatives to kd tree are rated as following:
★★★★★  octree
★★★★★  quadtree
★★★★  bvh
★★★  r tree
★★★  bsp
★★  kd tree
★  range tree

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kd tree
octree
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