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Decide whether DISCO-space or pixel-space likelihood is preferable for AMI image reconstruction

Ascertain whether regularised maximum-likelihood image reconstruction for JWST/NIRISS AMI data should be performed using a DISCO-space likelihood based on statistically independent kernel observables or directly in pixel space, and determine which choice yields superior sensitivity and fidelity.

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Background

Amigo models finely sampled visibilities across the uv plane, enabling deconvolution and image reconstruction. The authors propose a JAX implementation akin to MPoL but note uncertainty about the optimal likelihood domain. Choosing between DISCO-space (statistically independent kernel amplitudes/phases) and direct pixel-space likelihoods has implications for computational efficiency, noise modeling, and reconstruction quality.

References

It remains an open question whether this is better suited to a DISCO likelihood or direct to pixels.

AMIGO: a Data-Driven Calibration of the JWST Interferometer (2510.09806 - Desdoigts et al., 10 Oct 2025) in Section: Conclusions and Future Work