- The new ShapeEmbed deep learning method helps quantify shapes in bioimages 🔬 It learns to encode 2D object outlines into descriptors that are invariant to several geometric transformations. Great for robust cell shape analysis, classification & exploring phenotypes. neurips.cc/virtual/2025...Dec 18, 2025 08:56