Author

Pragati Jaiswal

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Preprint Oct 2026

SERO: Semantic Prediction for Single-Step Object Removal

The proposed SERO model predicts a hidden-region semantic prior in embedding space, which guides a latent bridge-matching generator toward plausible scene completion by providing both where to edit and what structure is likely to exist behind the removed object.

Amreen Hasheem Siraj, A. Javanmardi, Pragati Jaiswal et al. · 0 citations