  Device-independent (DI) tests allow to witness and quantify the quantum
feature of a system, such as entanglement, without trusting the implementation
devices. Although DI test is a powerful tool in many quantum information tasks,
it generally requires nonlocal settings. Fundamentally, the superposition
property of quantum states, quantified by coherence measures, is a distinct
feature to distinguish quantum mechanics from classical theories. In
literature, witness and quantification of coherence with trusted devices have
been well-studied. However, it remains open whether we can witness and quantify
single party coherence with untrusted devices, as it is not clear whether the
concept of DI tests exists without a nonlocal setting. In this work, we study
DI witness and quantification of coherence with untrusted devices. First, we
prove a no-go theorem for a fully DI scenario, as well as a semi DI scenario
employing a joint measurement with trusted ancillary states. We then propose a
general prepare-and-measure semi DI scheme for witnessing and quantifying the
amount of coherence. We show how to quantify the relative entropy and the $l_1$
norm of single party coherence with analytical and numerical methods. As
coherence is a fundamental resource for tasks such as quantum random number
generation and quantum key distribution, we expect our result may shed light on
designing new semi DI quantum cryptographic schemes.
