Evaluating Vision Foundation Models for Pixel and Object Classification in Microscopy

ArXi:2603.19802v1 Announce Type: new Deep learning underlies most modern approaches and tools in computer vision, including biomedical imaging. However, for interactive semantic segmentation (often called pixel classification in this context) and interactive object-level classification (object classification), feature-based shallow learning remains widely used. This is due to the diversity of data in this domain, the lack of large pre