Cell Segmentation Beyond 2D—A Review of the State‐of‐the‐Art
Cell segmentation underpins many biological image analysis tasks, yet most deep learning methods remain limited to 2D despite the inherently 3D nature of cellular processes. This review surveys segmentation approaches beyond 2D, comparing 2.5D and fully 3D methods, analyzing 31 models and 32 volumetric datasets, and introducing a unified reference ...
Fabian Schmeisser +6 more
wiley +1 more source
Structure-Function Relationships in High-Moisture Meat Analogues: Effects of Soybean Residue (Okara) on Plant Protein-Starch Gels. [PDF]
Aussanasuwannakul A +2 more
europepmc +1 more source
This article investigates how persistent homology, persistent Laplacians, and persistent commutative algebra reveal complementary geometric, topological, and algebraic invariants or signatures of real‐world data. By analyzing shapes, synthetic complexes, fullerenes, and biomolecules, the article shows how these mathematical frameworks enhance ...
Yiming Ren, Guo‐Wei Wei
wiley +1 more source
Genomic insights into dominant lactic acid bacteria in spoiled plant-based meat analogues. [PDF]
Li X, Wang L.
europepmc +1 more source
Harnessing Machine Learning to Understand and Design Disordered Solids
This review maps the dynamic evolution of machine learning in disordered solids, from structural representations to generative modeling. It explores how deep learning and model explainability transform property prediction into profound physical insight.
Muchen Wang, Yue Fan
wiley +1 more source
Mushroom: an emerging source for next generation meat analogues. [PDF]
Panda J +6 more
europepmc +1 more source
Benefits of Utilization of Hydroxy-Methionine in Diets of Finishing Pigs Raised Under Hot Environmental Conditions. [PDF]
Silva CAD +6 more
europepmc +1 more source
Application Potential of Lion's Mane Mushroom in Soy-Based Meat Analogues by High Moisture Extrusion: Physicochemical, Structural and Flavor Characteristics. [PDF]
Gao Y +5 more
europepmc +1 more source
The Effect of <i>Aspergillus oryzae</i> (Koji) on the Physicochemical and Sensory Characteristics and Satiating Capacity of Angus Beef. [PDF]
Filip C +6 more
europepmc +1 more source

