Instance segmentation goes a step beyond object detection by not only locating objects with bounding boxes, but also segmenting each individual object at the pixel level.

This project implements a PointNet-based neural network for instance segmentation of 3D point clouds. The model learns discriminative embeddings on a unit hypersphere, enabling clean separation of ...

The instance segmentation task in computer vision involves labeling each pixel in an image with a class and an instance label. It can be thought of as a generalization of the semantic segmentation ...

Abstract: Quantitative analysis of cleavage-stage embryos is a critical step for embryo evaluation in in vitro fertilization (IVF) treatment. Deep learning-based instance segmentation methods have ...

Ultrasound guidance is widely used in lumbar regional anesthesia and chronic pain management because it provides radiation-free, portable, and real-time visualization. Among lumbar ultrasound views, ...