Let $P$ be a bounded, simply connected region of $\mathbb{R}^3$. $P$ could be a polyhedron, or a smooth shape, or an arbitrary shape; I'll assume below that $P$ is a (non-degenerate, perhaps non-convex) polyhedron of $n$ vertices.

Suppose you have available a number $k$ of shadows of $P$, projected orthogonally to the $xy$-plane, of $P$ after a random 3D reorientation, uniformly random over the sphere of orientations. You have only the outline of the opaque shadow; no internal details are visible. For example, here are $k=5$ random shadows of a 3D polyhedron:

You do not know the orientations of the object that produced the shadows, only that they are chosen randomly. Perhaps you know the number of vertices of the polyhedron; $n=20$ above. My question is not the ideal sharp MO question, but still I think there is a substantive issue here:

. Under what circumstances can one (approximately) reconstruct $P$ from the $k$ shadows?Q

It seems that as $k \to \infty$, there should be a convergence-to-$P$ result.
As this is a natural question,^{1}
I expect it has been explored in the literature,
in which case, pointers would be appreciated.

Click inside the region below to see the polyhedron that produced the five shadows above:

One can view my question as a randomized version of the orthogonal
Gödel, Escher, Bach *GEB* projections:

(Of course, the same question can be asked for objects in $\mathbb{R}^d$ shadow-projected to lower-dimensional hyperplanes.)

^{1}
_{
Watching the shadow of a hanging object twisting in the wind is a commonly encountered instance.
}

**Addendum**.
Several have pointed out that certain shape features are hidden from
influencing any shadow, and so cannot be reconstructed from shadows, even with
known orientations.
It turns out that the shape that can be reconstructed is known as the *visual hull*
(which I found by searching for "shadow hull"):

Laurentini, Aldo. "The visual hull concept for silhouette-based image understanding."

IEEE Trans. Pattern Analysis Machine Intelligence, 16.2 (1994): 150-162. (Journal link.)

This Laurentini paper points out that the visual hull of a polyhedron is not always itself a polyhedron: Its surface can in general have curved surface patches. There is work on reconstructing the visual hull when the orientations producing the shadows are known:

Matusik, Wojciech, Chris Buehler, and Leonard McMillan.

Polyhedral visual hulls for real-time rendering.Springer Vienna, 2001. (PDF download.)

And Dustin Mixon identified literature addressing unknown orientations:

Singer, Amit, and Yoel Shkolnisky. "Three-dimensional structure determination from common lines in cryo-EM by eigenvectors and semidefinite programming."

SIAM Journal Imaging Sciences. 4.2 (2011): 543-572. (Journal link.)

Discrete & Computational Geometry62, no. 4 (2019): 856-864. $\endgroup$