Search Results for author: Jianjia Zhang

Found 9 papers, 2 papers with code

Two-and-a-half Order Score-based Model for Solving 3D Ill-posed Inverse Problems

1 code implementation16 Aug 2023 Zirong Li, Yanyang Wang, Jianjia Zhang, Weiwen Wu, Hengyong Yu

Score-based models have proven to be effective in addressing different inverse problems encountered in CT and MRI, such as sparse-view CT and fast MRI reconstruction.

3D Volumetric Reconstruction Computed Tomography (CT) +1

Instance Image Retrieval by Learning Purely From Within the Dataset

no code implementations12 Aug 2022 Zhongyan Zhang, Lei Wang, Yang Wang, Luping Zhou, Jianjia Zhang, Peng Wang, Fang Chen

Although achieving promising results, this approach is restricted by two issues: 1) the domain gap between benchmark datasets and the dataset of a given retrieval task; 2) the required auxiliary dataset cannot be readily obtained.

Image Retrieval Retrieval +2

Triple-view Convolutional Neural Networks for COVID-19 Diagnosis with Chest X-ray

no code implementations27 Oct 2020 Jianjia Zhang

To address these issues, unlike traditional methods processing each CXR image from a single view, this paper proposes triple-view convolutional neural networks for COVID-19 diagnosis with CXR images.

COVID-19 Diagnosis

Revisiting Metric Learning for SPD Matrix Based Visual Representation

no code implementations CVPR 2017 Luping Zhou, Lei Wang, Jianjia Zhang, Yinghuan Shi, Yang Gao

The proposed method has been tested on multiple SPD-based visual representation data sets used in the literature, and the results demonstrate its interesting properties and attractive performance.

Metric Learning

Exploiting Structure Sparsity for Covariance-based Visual Representation

no code implementations27 Oct 2016 Jianjia Zhang, Lei Wang, Luping Zhou, Wanqing Li

A variety of methods have been proposed to boost its efficacy, with some recent ones resorting to nonlinear kernel technique.

Action Recognition Temporal Action Localization

Beyond Covariance: Feature Representation With Nonlinear Kernel Matrices

no code implementations ICCV 2015 Lei Wang, Jianjia Zhang, Luping Zhou, Chang Tang, Wanqing Li

It proposes an open framework to use the kernel matrix over feature dimensions as a generic representation and discusses its properties and advantages.

Action Recognition Temporal Action Localization

HEp-2 Cell Image Classification with Deep Convolutional Neural Networks

no code implementations10 Apr 2015 Zhimin Gao, Lei Wang, Luping Zhou, Jianjia Zhang

Efficient Human Epithelial-2 (HEp-2) cell image classification can facilitate the diagnosis of many autoimmune diseases.

Classification Data Augmentation +2

Learning Discriminative Stein Kernel for SPD Matrices and Its Applications

1 code implementation8 Jul 2014 Jianjia Zhang, Lei Wang, Luping Zhou, Wanqing Li

A comprehensive experimental study is conducted on a variety of image classification tasks to compare our proposed discriminative Stein kernel with the original Stein kernel and other commonly used methods for evaluating the similarity between SPD matrices.

Classification General Classification +1

A Fast Approximate AIB Algorithm for Distributional Word Clustering

no code implementations CVPR 2013 Lei Wang, Jianjia Zhang, Luping Zhou, Wanqing Li

Distributional word clustering merges the words having similar probability distributions to attain reliable parameter estimation, compact classification models and even better classification performance.

Clustering Computational Efficiency +4

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