We show that the number of combinatorial types of clusters of type D4\documentclass[12pt]{minimal}
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\begin{document}$$D_4$$\end{document} modulo reflection-rotation is exactly equal to the number of combinatorial types of generic tropical planes in TP5\documentclass[12pt]{minimal}
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\begin{document}$$\mathbb {TP}^5$$\end{document}. This follows from a result of Sturmfels and Speyer which classifies these generic tropical planes into seven combinatorial classes using a detailed study of the tropical Grassmannian Gr(3,6)\documentclass[12pt]{minimal}
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\begin{document}$${{\mathrm{Gr}}}(3,6)$$\end{document}. Speyer and Williams show that the positive part Gr+(3,6)\documentclass[12pt]{minimal}
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\begin{document}$${{\mathrm{Gr}}}^+(3,6)$$\end{document} of this tropical Grassmannian is combinatorially equivalent to a small coarsening of the cluster fan of type D4\documentclass[12pt]{minimal}
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\begin{document}$$D_4$$\end{document}. We provide a structural bijection between the rays of Gr+(3,6)\documentclass[12pt]{minimal}
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\begin{document}$${{\mathrm{Gr}}}^+(3,6)$$\end{document} and the almost positive roots of type D4\documentclass[12pt]{minimal}
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\begin{document}$$D_4$$\end{document} which makes this connection more precise. This bijection allows us to use the pseudotriangulations model of the cluster algebra of type D4\documentclass[12pt]{minimal}
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\begin{document}$$D_4$$\end{document} to describe the equivalence of “positive” generic tropical planes in TP5\documentclass[12pt]{minimal}
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\begin{document}$$\mathbb {TP}^5$$\end{document}, giving a combinatorial model which characterizes the combinatorial types of generic tropical planes using automorphisms of pseudotriangulations of the octogon.