From imaging algorithms to quantum methods Seminar

Contribution List

1. Self-supervised background priors and the inductive erasure of the rare class: lessons from a low-surface-brightness detection pipeline (or: the model is trying to erase what I'm looking for).

Krzysztof Nawrocki (NCBJ)

15/06/2026, 10:00

We present an in-progress open-world detection pipeline for low-surface-brightness sources in multi-band astronomical imaging (DES DR1, 5 bands, 222 tiles). The architecture composes three stages: a Masked Image Modeling (MIM) self-supervised background prior; a multi-scale matched-filter detector on the MIM residual, with PSF-convolved Sersic kernels per band and combined-band SNR; and a...

2. Discussion

15/06/2026, 11:00

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