Same Encoder, Different Winner: A Paired-View Framework for Cell Painting Encoder Evaluation
CP-BG-Bench is introduced, a paired-view evaluation framework that holds the central cell fixed across four matched views, ablating or augmenting surrounding pixels as a controlled intervention.