2026
SEMIR: Semantic Minor-Induced Representation Learning on Graphs for Visual Segmentation
ICML 2026poster
Segmenting small and sparse structures in large-scale images is fundamentally constrained by pixel-level, lattice-bound computation and extreme class imbalance--dense, full-resolution inference scales poorly and forces most pipelines to rely on fixed regionization or downsampling, coupling computati…