Search Results for author: Hongxu Jiang

Found 5 papers, 2 papers with code

A Flexible 2.5D Medical Image Segmentation Approach with In-Slice and Cross-Slice Attention

no code implementations30 Apr 2024 Amarjeet Kumar, Hongxu Jiang, Muhammad Imran, Cyndi Valdes, Gabriela Leon, Dahyun Kang, Parvathi Nataraj, Yuyin Zhou, Michael D. Weiss, Wei Shao

This module uses the cross-slice attention mechanism to effectively capture 3D spatial information by learning long-range dependencies between the center slice (for segmentation) and its neighboring slices.

MicroSegNet: A Deep Learning Approach for Prostate Segmentation on Micro-Ultrasound Images

1 code implementation31 May 2023 Hongxu Jiang, Muhammad Imran, Preethika Muralidharan, Anjali Patel, Jake Pensa, Muxuan Liang, Tarik Benidir, Joseph R. Grajo, Jason P. Joseph, Russell Terry, John Michael DiBianco, Li-Ming Su, Yuyin Zhou, Wayne G. Brisbane, Wei Shao

During the training process, MicroSegNet focuses more on regions that are hard to segment (hard regions), characterized by discrepancies between expert and non-expert annotations.

Segmentation

Robustness-aware 2-bit quantization with real-time performance for neural network

no code implementations19 Oct 2020 XiaoBin Li, Hongxu Jiang, Shuangxi Huang, Fangzheng Tian

The structural information learned from NN not only plays an important role in improving the performance but also allows for further fine tuning of the quantization network by applying the Lipschitz constraint to the structural loss.

Generative Adversarial Network Quantization

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