FocSAM: Delving Deeply into Focused Objects in Segmenting Anything

1 code implementation • 29 May 2024 • You Huang, Zongyu Lan, Liujuan Cao, Xianming Lin, Shengchuan Zhang, Guannan Jiang, Rongrong Ji

First, we propose Dynamic Window Multi-head Self-Attention (Dwin-MSA) to dynamically refocus SAM's image embeddings on the target object.

Decoder Interactive Segmentation +2

InterFormer: Real-time Interactive Image Segmentation

1 code implementation • ICCV 2023 • You Huang, Hao Yang, Ke Sun, Shengchuan Zhang, Liujuan Cao, Guannan Jiang, Rongrong Ji

Interactive image segmentation enables annotators to efficiently perform pixel-level annotation for segmentation tasks.

Computational Efficiency Image Segmentation +4

An Internal Covariate Shift Bounding Algorithm for Deep Neural Networks by Unitizing Layers' Outputs

no code implementations • CVPR 2020 • You Huang, Yuanlong Yu

The upper bound for the proposed unitization is noise-free and only dominated by the parameter.

Enhancement Mask for Hippocampus Detection and Segmentation

no code implementations • 12 Feb 2019 • Dengsheng Chen, Wenxi Liu, You Huang, Tong Tong, Yuanlong Yu

Detection and segmentation of the hippocampal structures in volumetric brain images is a challenging problem in the area of medical imaging.

Hippocampus Segmentation