Search Results for author: Xianping Fu

Found 20 papers, 0 papers with code

IA2U: A Transfer Plugin with Multi-Prior for In-Air Model to Underwater

no code implementations12 Dec 2023 Jingchun Zhou, Qilin Gai, Kin-Man Lam, Xianping Fu

In underwater environments, variations in suspended particle concentration and turbidity cause severe image degradation, posing significant challenges to image enhancement (IE) and object detection (OD) tasks.

Image Enhancement object-detection +1

DGNet: Dynamic Gradient-Guided Network for Water-Related Optics Image Enhancement

no code implementations12 Dec 2023 Jingchun Zhou, Zongxin He, Qiuping Jiang, Kui Jiang, Xianping Fu, Xuelong Li

To solve this issue, previous methods often idealize the degradation process, and neglect the impact of medium noise and object motion on the distribution of image features, limiting the generalization and adaptability of the model.

SSIM UIE

Graph-Collaborated Auto-Encoder Hashing for Multi-view Binary Clustering

no code implementations6 Jan 2023 Huibing Wang, Mingze Yao, Guangqi Jiang, Zetian Mi, Xianping Fu

To address the above issues, we propose a hashing algorithm based on auto-encoders for multi-view binary clustering, which dynamically learns affinity graphs with low-rank constraints and adopts collaboratively learning between auto-encoders and affinity graphs to learn a unified binary code, called Graph-Collaborated Auto-Encoder Hashing for Multi-view Binary Clustering (GCAE).

Clustering Quantization

Unsupervised Vehicle Re-identification with Progressive Adaptation

no code implementations20 Jun 2020 Jinjia Peng, Yang Wang, Huibing Wang, Zhao Zhang, Xianping Fu, Meng Wang

For PAL, a data adaptation module is employed for source domain, which generates the images with similar data distribution to unlabeled target domain as ``pseudo target samples''.

Unsupervised Vehicle Re-Identification Vehicle Re-Identification

Discriminative Feature and Dictionary Learning with Part-aware Model for Vehicle Re-identification

no code implementations16 Mar 2020 Huibing Wang, Jinjia Peng, Guangqi Jiang, Fengqiang Xu, Xianping Fu

In TCPM, triplet-center loss is introduced to ensure each part of vehicle features extracted has intra-class consistency and inter-class separability.

Dictionary Learning Vehicle Re-Identification

Attribute-guided Feature Learning Network for Vehicle Re-identification

no code implementations12 Jan 2020 Huibing Wang, Jinjia Peng, Dongyan Chen, Guangqi Jiang, Tongtong Zhao, Xianping Fu

Specially, an attribute-guided module is proposed in AGNet to generate the attribute mask which could inversely guide to select discriminative features for category classification.

Attribute Vehicle Re-Identification

Eliminating cross-camera bias for vehicle re-identification

no code implementations21 Dec 2019 Jinjia Peng, Guangqi Jiang, Dongyan Chen, Tongtong Zhao, Huibing Wang, Xianping Fu

Vehicle re-identification (reID) often requires recognize a target vehicle in large datasets captured from multi-cameras.

Vehicle Re-Identification

Graph-based Multi-view Binary Learning for Image Clustering

no code implementations11 Dec 2019 Guangqi Jiang, Huibing Wang, Jinjia Peng, Dongyan Chen, Xianping Fu

To address these problems, we propose a novel binary code algorithm for clustering, which adopts graph embedding to preserve the original data structure, called (Graph-based Multi-view Binary Learning) GMBL in this paper.

Clustering Graph Embedding +1

Kernelized Multiview Subspace Analysis by Self-weighted Learning

no code implementations23 Nov 2019 Huibing Wang, Yang Wang, Zhao Zhang, Xianping Fu, Zhuo Li, Mingliang Xu, Meng Wang

With the popularity of multimedia technology, information is always represented or transmitted from multiple views.

Dimensionality Reduction Image Retrieval +1

Jointly Adversarial Network to Wavelength Compensation and Dehazing of Underwater Images

no code implementations12 Jul 2019 Xueyan Ding, Yafei Wang, Yang Yan, Zheng Liang, Zetian Mi, Xianping Fu

Different from most of previous underwater image enhancement methods that compute light attenuation along object-camera path through hazy image formation model, we propose a novel jointly wavelength compensation and dehazing network (JWCDN) that takes into account the wavelength attenuation along surface-object path and the scattering along object-camera path simultaneously.

Generative Adversarial Network Image Enhancement +1

Purifying Real Images with an Attention-guided Style Transfer Network for Gaze Estimation

no code implementations10 Jul 2019 Yuxiao Yan, Yang Yan, Jinjia Peng, Huibing Wang, Xianping Fu

Different from the previous methods, this paper try to purify real image by extracting discriminative and robust features to convert outdoor real images to indoor synthetic images.

Gaze Estimation Style Transfer

Cross Domain Knowledge Learning with Dual-branch Adversarial Network for Vehicle Re-identification

no code implementations30 Apr 2019 Jinjia Peng, Huibing Wang, Xianping Fu

To address this problem, this paper proposes a domain adaptation framework for vehicle reID (DAVR), which narrows the cross-domain bias by fully exploiting the labeled data from the source domain to adapt the target domain.

Domain Adaptation Image-to-Image Translation +1

Co-regularized Multi-view Sparse Reconstruction Embedding for Dimension Reduction

no code implementations1 Apr 2019 Huibing Wang, Jinjia Peng, Xianping Fu

However, facing with features from multiple views, it's difficult for most dimension reduction methods to fully comprehended multi-view features and integrate compatible and complementary information from these features to construct low-dimensional subspace directly.

Dimensionality Reduction Document Classification +3

Mask-guided Style Transfer Network for Purifying Real Images

no code implementations19 Mar 2019 Tongtong Zhao, Yuxiao Yan, Jinjia Peng, Huibing Wang, Xianping Fu

To solve this problem, the previous method learned a model to improve the realism of the synthetic images.

Style Transfer

Self-Weighted Multiview Metric Learning by Maximizing the Cross Correlations

no code implementations19 Mar 2019 Huibing Wang, Jinjia Peng, Xianping Fu

With the development of multimedia time, one sample can always be described from multiple views which contain compatible and complementary information.

Face Recognition Image Retrieval +2

Multi-feature Distance Metric Learning for Non-rigid 3D Shape Retrieval

no code implementations10 Jan 2019 Huibing Wang, Haohao Li, Xianping Fu

To address these issue, a novel multi-feature distance metric learning method for non-rigid 3D shape retrieval is presented in this study, which can make full use of the complimentary geometric information from multiple shape features by utilizing the KL-divergences.

3D Shape Classification 3D Shape Retrieval +2

Auto-weighted Mutli-view Sparse Reconstructive Embedding

no code implementations5 Jan 2019 Huibing Wang, Haohao Li, Xianping Fu

Therefore, it is essential to fully exploit the complementary information embedded in multiple views to enhance the performances of many tasks.

Dimensionality Reduction

Guiding Intelligent Surveillance System by learning-by-synthesis gaze estimation

no code implementations8 Oct 2018 Tongtong Zhao, Yuxiao Yan, Jinjia Peng, Zetian Mi, Xianping Fu

In an attempt to address this issue, previous method is to improve the realism of synthetic images by learning a model.

Gaze Estimation

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