BARIS-ERA, combining a gated multi-scale decoder, a parameter-efficient environmental adapter, and a boundary-aware loss, reports state-of-the-art underwater instance segmentation on UIIS and USIS10K.
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BARIS: Boundary-Aware Refinement with Environmental Degradation Priors for Robust Underwater Instance Segmentation
BARIS-ERA, combining a gated multi-scale decoder, a parameter-efficient environmental adapter, and a boundary-aware loss, reports state-of-the-art underwater instance segmentation on UIIS and USIS10K.