Search Results for author: Yu-Jin Zhang

Found 14 papers, 1 papers with code

Master-Auxiliary: an efficient aggregation strategy for video anomaly detection

no code implementations24 May 2020 Zhiguo Wang, Zhongliang Yang, Yu-Jin Zhang

First, the aggregation strategy chooses one detector as master detector by experience, and sets the remaining detectors as auxiliary detectors.

Anomaly Detection Video Anomaly Detection

MRI Reconstruction with Interpretable Pixel-Wise Operations Using Reinforcement Learning

1 code implementation3 Apr 2020 Wentian Li, Xidong Feng, Haotian An, Xiang Yao Ng, Yu-Jin Zhang

In this work, we propose a deep reinforcement learning based method to reconstruct the corrupted images with meaningful pixel-wise operations (e. g. edge enhancing filters), so that the reconstruction process is transparent to users.

MRI Reconstruction reinforcement-learning +1

A Promotion Method for Generation Error Based Video Anomaly Detection

no code implementations19 Nov 2019 Zhiguo Wang, Zhongliang Yang, Yu-Jin Zhang

To address these problems, we propose a promotion method: utilize the maximum of block-level GEs on the frame to detect anomaly.

Anomaly Detection Video Anomaly Detection

Real-Time Steganalysis for Stream Media Based on Multi-channel Convolutional Sliding Windows

no code implementations4 Feb 2019 Zhongliang Yang, Hao Yang, Yuting Hu, Yongfeng Huang, Yu-Jin Zhang

To solve these two challenges, in this paper, combined with the sliding window detection algorithm and Convolution Neural Network we propose a real-time VoIP steganalysis method which based on multi-channel convolution sliding windows.

Steganalysis

A Wasserstein GAN model with the total variational regularization

no code implementations3 Dec 2018 Lijun Zhang, Yu-Jin Zhang, Yongbin Gao

It is well known that the generative adversarial nets (GANs) are remarkably difficult to train.

Rendering Portraitures from Monocular Camera and Beyond

no code implementations ECCV 2018 Xiangyu Xu, Deqing Sun, Sifei Liu, Wenqi Ren, Yu-Jin Zhang, Ming-Hsuan Yang, Jian Sun

Specifically, we first exploit Convolutional Neural Networks to estimate the relative depth and portrait segmentation maps from a single input image.

Image Matting Portrait Segmentation +1

An Image dehazing approach based on the airlight field estimation

no code implementations6 May 2018 Lijun Zhang, Yongbin Gao, Yu-Jin Zhang

This paper proposes a scheme for single image haze removal based on the airlight field (ALF) estimation.

Image Dehazing Single Image Dehazing +2

Image Captioning with Object Detection and Localization

no code implementations8 Jun 2017 Zhongliang Yang, Yu-Jin Zhang, Sadaqat ur Rehman, Yongfeng Huang

Automatically generating a natural language description of an image is a task close to the heart of image understanding.

Image Captioning Object +2

Image Tag Completion by Low-rank Factorization with Dual Reconstruction Structure Preserved

no code implementations9 Jun 2014 Xue Li, Yu-Jin Zhang, Bin Shen, Bao-Di Liu

A novel tag completion algorithm is proposed in this paper, which is designed with the following features: 1) Low-rank and error s-parsity: the incomplete initial tagging matrix D is decomposed into the complete tagging matrix A and a sparse error matrix E. However, instead of minimizing its nuclear norm, A is further factor-ized into a basis matrix U and a sparse coefficient matrix V, i. e. D=UV+E.

Denoising TAG

Image retrieval with hierarchical matching pursuit

no code implementations3 Jun 2014 Shasha Bu, Yu-Jin Zhang

A novel representation of images for image retrieval is introduced in this paper, by using a new type of feature with remarkable discriminative power.

Image Retrieval Retrieval

Topic Modeling of Multimodal Data: An Autoregressive Approach

no code implementations CVPR 2014 Yin Zheng, Yu-Jin Zhang, Hugo Larochelle

Topic modeling based on latent Dirichlet allocation (LDA) has been a framework of choice to deal with multimodal data, such as in image annotation tasks.

Image Classification Topic Models

A Supervised Neural Autoregressive Topic Model for Simultaneous Image Classification and Annotation

no code implementations23 May 2013 Yin Zheng, Yu-Jin Zhang, Hugo Larochelle

Topic modeling based on latent Dirichlet allocation (LDA) has been a framework of choice to perform scene recognition and annotation.

General Classification Image Classification +2

Cannot find the paper you are looking for? You can Submit a new open access paper.