Search Results for author: Haiyong Zheng

Found 19 papers, 13 papers with code

CoTeRe-Net: Discovering Collaborative Ternary Relations in Videos

1 code implementation ECCV 2020 Zhensheng Shi, Cheng Guan, Liangjie Cao, Qianqian Li, Ju Liang, Zhaorui Gu, Haiyong Zheng, Bing Zheng

Current relation models mainly reason about relations of invisibly implicit cues, while important relations of visually explicit cues are rarely considered, and the collaboration between them is usually ignored.

Action Recognition Relation

Spiral Generative Network for Image Extrapolation

1 code implementation ECCV 2020 Dongsheng Guo, Hongzhi Liu, Haoru Zhao, Yunhao Cheng, Qingwei Song, Zhaorui Gu, Haiyong Zheng, Bing Zheng

In this paper, motivated by human natural ability to perceive unseen surroundings imaginatively, we propose a novel Spiral Generative Network, SpiralNet, to perform image extrapolation in a spiral manner, which regards extrapolation as an evolution process growing from an input sub-image along a spiral curve to an expanded full image.

Face Forgery Detection with Elaborate Backbone

1 code implementation25 Sep 2024 Zonghui Guo, Yingjie Liu, Jie Zhang, Haiyong Zheng, Shiguang Shan

Specifically, we analyze the crucial contributions of backbones with different configurations in FFD task and propose leveraging the ViT network with self-supervised learning on real-face datasets to pre-train a backbone, equipping it with superior facial representation capabilities.

DeepFake Detection Face Generation +2

Advancing H&E-to-IHC Stain Translation in Breast Cancer: A Multi-Magnification and Attention-Based Approach

no code implementations4 Aug 2024 Linhao Qu, Chengsheng Zhang, Guihui Li, Haiyong Zheng, Chen Peng, wei he

Our model employs a multi-magnification processing strategy to extract and utilize information from various magnifications within pathology images, facilitating robust image translation.

Image-to-Image Translation Translation

Video Harmonization with Triplet Spatio-Temporal Variation Patterns

1 code implementation CVPR 2024 Zonghui Guo, Xinyu Han, Jie Zhang, Shiguang Shan, Haiyong Zheng

Video harmonization is an important and challenging task that aims to obtain visually realistic composite videos by automatically adjusting the foreground's appearance to harmonize with the background.

Triplet Video Enhancement +1

Quantum Recurrent Neural Networks for Sequential Learning

1 code implementation7 Feb 2023 Yanan Li, Zhimin Wang, Rongbing Han, Shangshang Shi, Jiaxin Li, Ruimin Shang, Haiyong Zheng, Guoqiang Zhong, Yongjian Gu

Quantum neural network (QNN) is one of the promising directions where the near-term noisy intermediate-scale quantum (NISQ) devices could find advantageous applications against classical resources.

Text Categorization

SinTra: Learning an inspiration model from a single multi-track music segment

1 code implementation21 Apr 2022 Qingwei Song, Qiwei Sun, Dongsheng Guo, Haiyong Zheng

SinTra, consisting of a pyramid of Transformer-XL with a multi-scale training strategy, can learn both the musical structure and the relative positional relationship between notes of the single training music segment.

SGUIE-Net: Semantic Attention Guided Underwater Image Enhancement with Multi-Scale Perception

no code implementations8 Jan 2022 Qi Qi, Kunqian Li, Haiyong Zheng, Xiang Gao, Guojia Hou, Kun Sun

In this paper, we propose a novel underwater image enhancement network, called SGUIE-Net, in which we introduce semantic information as high-level guidance across different images that share common semantic regions.

Image Enhancement

Intrinsic Image Harmonization

1 code implementation CVPR 2021 Zonghui Guo, Haiyong Zheng, Yufeng Jiang, Zhaorui Gu, Bing Zheng

Specifically, we harmonize reflectance through material-consistency penalty, while harmonize illumination by learning and transferring light from background to foreground, moreover, we model patch relations between foreground and background of composite images in an inharmony-free learning way, to adaptively guide our intrinsic image harmonization.

Benchmarking Image Harmonization

Image Harmonization With Transformer

1 code implementation ICCV 2021 Zonghui Guo, Dongsheng Guo, Haiyong Zheng, Zhaorui Gu, Bing Zheng, Junyu Dong

Current solutions mainly adopt an encoder-decoder architecture with convolutional neural network (CNN) to capture the context of composite images, trying to understand what it looks like in the surrounding background near the foreground.

Decoder Disentanglement +2

Painting From Part

1 code implementation ICCV 2021 Dongsheng Guo, Haoru Zhao, Yunhao Cheng, Haiyong Zheng, Zhaorui Gu, Bing Zheng

This paper studies the problem of painting the whole image from part of it, namely painting from part or part-painting for short, involving both inpainting and outpainting.

Generative Adversarial Network

Multi-Modal Multi-Action Video Recognition

1 code implementation ICCV 2021 Zhensheng Shi, Ju Liang, Qianqian Li, Haiyong Zheng, Zhaorui Gu, Junyu Dong, Bing Zheng

In this paper, we propose a novel multi-action relation model for videos, by leveraging both relational graph convolutional networks (GCNs) and video multi-modality.

Relation Video Recognition

ReshapeGAN: Object Reshaping by Providing A Single Reference Image

1 code implementation16 May 2019 Ziqiang Zheng, Yang Wu, Zhibin Yu, Yang Yang, Haiyong Zheng, Takeo Kanade

We present the tailored models of the proposed ReshapeGAN for all the problem settings, and have them tested on 8 kinds of reshaping tasks with 13 different datasets, demonstrating the ability of ReshapeGAN on generating convincing and superior results for object reshaping.

Generative Adversarial Network Object

Generative Adversarial Network with Multi-Branch Discriminator for Cross-Species Image-to-Image Translation

no code implementations24 Jan 2019 Ziqiang Zheng, Zhibin Yu, Haiyong Zheng, Yang Wu, Bing Zheng, Ping Lin

Current approaches have made great progress on image-to-image translation tasks benefiting from the success of image synthesis methods especially generative adversarial networks (GANs).

Generative Adversarial Network Image-to-Image Translation +1

Instance Map based Image Synthesis with a Denoising Generative Adversarial Network

no code implementations10 Jan 2018 Ziqiang Zheng, Chao Wang, Zhibin Yu, Haiyong Zheng, Bing Zheng

Semantic layouts based Image synthesizing, which has benefited from the success of Generative Adversarial Network (GAN), has drawn much attention in these days.

Denoising Generative Adversarial Network +1

Unpaired Photo-to-Caricature Translation on Faces in the Wild

1 code implementation29 Nov 2017 Ziqiang Zheng, Wang Chao, Zhibin Yu, Nan Wang, Haiyong Zheng, Bing Zheng

We present an approach for learning to translate faces in the wild from the source photo domain to the target caricature domain with different styles, which can also be used for other high-level image-to-image translation tasks.

Caricature Photo-To-Caricature Translation +2

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