Search Results for author: Shuai Yang

Found 49 papers, 21 papers with code

Forward Learning of Graph Neural Networks

no code implementations16 Mar 2024 Namyong Park, Xing Wang, Antoine Simoulin, Shuai Yang, Grey Yang, Ryan Rossi, Puja Trivedi, Nesreen Ahmed

To address these limitations, the forward-forward algorithm (FF) was recently proposed as an alternative to BP in the image classification domain, which trains NNs by performing two forward passes over positive and negative data.

Causal Multi-Label Feature Selection in Federated Setting

no code implementations11 Mar 2024 Yukun Song, Dayuan Cao, Jiali Miao, Shuai Yang, Kui Yu

Multi-label feature selection serves as an effective mean for dealing with high-dimensional multi-label data.

feature selection

PRIME: Protect Your Videos From Malicious Editing

no code implementations2 Feb 2024 Guanlin Li, Shuai Yang, Jie Zhang, Tianwei Zhang

With the development of generative models, the quality of generated content keeps increasing.

A New Creative Generation Pipeline for Click-Through Rate with Stable Diffusion Model

1 code implementation17 Jan 2024 Hao Yang, Jianxin Yuan, Shuai Yang, Linhe Xu, Shuo Yuan, Yifan Zeng

2) Prompt model is designed to generate individualized creatives for different user groups, which can further improve the diversity and quality.

Deep Ensemble Shape Calibration: Multi-Field Post-hoc Calibration in Online Advertising

1 code implementation17 Jan 2024 Shuai Yang, Hao Yang, Zhuang Zou, Linhe Xu, Shuo Yuan, Yifan Zeng

Shape calibration is defined as no over- or under-estimation for each subset of the pCTR within the specified range under condition of concerned fields.

HyperDreamer: Hyper-Realistic 3D Content Generation and Editing from a Single Image

no code implementations7 Dec 2023 Tong Wu, Zhibing Li, Shuai Yang, Pan Zhang, Xinggang Pan, Jiaqi Wang, Dahua Lin, Ziwei Liu

Extensive experiments demonstrate the effectiveness of HyperDreamer in modeling region-aware materials with high-resolution textures and enabling user-friendly editing.

Semantic Segmentation

VideoBooth: Diffusion-based Video Generation with Image Prompts

no code implementations1 Dec 2023 Yuming Jiang, Tianxing Wu, Shuai Yang, Chenyang Si, Dahua Lin, Yu Qiao, Chen Change Loy, Ziwei Liu

In this paper, we study the task of video generation with image prompts, which provide more accurate and direct content control beyond the text prompts.

Video Generation

Denoising Diffusion Step-aware Models

1 code implementation5 Oct 2023 Shuai Yang, Yukang Chen, Luozhou Wang, Shu Liu, Yingcong Chen

Denoising Diffusion Probabilistic Models (DDPMs) have garnered popularity for data generation across various domains.

Denoising

DeformToon3D: Deformable 3D Toonification from Neural Radiance Fields

1 code implementation8 Sep 2023 Junzhe Zhang, Yushi Lan, Shuai Yang, Fangzhou Hong, Quan Wang, Chai Kiat Yeo, Ziwei Liu, Chen Change Loy

In this paper, we address the challenging problem of 3D toonification, which involves transferring the style of an artistic domain onto a target 3D face with stylized geometry and texture.

Scenimefy: Learning to Craft Anime Scene via Semi-Supervised Image-to-Image Translation

1 code implementation ICCV 2023 Yuxin Jiang, Liming Jiang, Shuai Yang, Chen Change Loy

The challenges of this task lie in the complexity of the scenes, the unique features of anime style, and the lack of high-quality datasets to bridge the domain gap.

Image-to-Image Translation

GP-UNIT: Generative Prior for Versatile Unsupervised Image-to-Image Translation

1 code implementation7 Jun 2023 Shuai Yang, Liming Jiang, Ziwei Liu, Chen Change Loy

In this paper, we introduce a novel versatile framework, Generative Prior-guided UNsupervised Image-to-image Translation (GP-UNIT), that improves the quality, applicability and controllability of the existing translation models.

Translation Unsupervised Image-To-Image Translation +1

Graph Exploration Matters: Improving both individual-level and system-level diversity in WeChat Feed Recommender

no code implementations29 May 2023 Shuai Yang, Lixin Zhang, Feng Xia, Leyu Lin

Graph-based retrieval strategies are inevitably hijacked by heavy users and popular items, leading to the convergence of candidates for users and the lack of system-level diversity.

Recommendation Systems Retrieval

Text2Performer: Text-Driven Human Video Generation

1 code implementation ICCV 2023 Yuming Jiang, Shuai Yang, Tong Liang Koh, Wayne Wu, Chen Change Loy, Ziwei Liu

In this work, we present Text2Performer to generate vivid human videos with articulated motions from texts.

Video Generation

Learning to Rank Normalized Entropy Curves with Differentiable Window Transformation

no code implementations25 Jan 2023 Hanyang Liu, Shuai Yang, Feng Qi, Shuaiwen Wang

We also introduce a novel differentiable indexing method for the proposed adaptive curve transformation, which allows gradients with respect to the discrete indices to flow freely through the curve transformation layer, enabling the learned window sizes to be updated flexibly during training.

Learning-To-Rank Recommendation Systems

MGTAB: A Multi-Relational Graph-Based Twitter Account Detection Benchmark

1 code implementation3 Jan 2023 Shuhao Shi, Kai Qiao, Jian Chen, Shuai Yang, Jie Yang, Baojie Song, Linyuan Wang, Bin Yan

However, in addition to low annotation quality, existing benchmarks generally have incomplete user relationships, suppressing graph-based account detection research.

Node Classification Stance Detection +1

DeformToon3D: Deformable Neural Radiance Fields for 3D Toonification

no code implementations ICCV 2023 Junzhe Zhang, Yushi Lan, Shuai Yang, Fangzhou Hong, Quan Wang, Chai Kiat Yeo, Ziwei Liu, Chen Change Loy

In this paper, we address the challenging problem of 3D toonification, which involves transferring the style of an artistic domain onto a target 3D face with stylized geometry and texture.

Self-Supervised Geometry-Aware Encoder for Style-Based 3D GAN Inversion

no code implementations CVPR 2023 Yushi Lan, Xuyi Meng, Shuai Yang, Chen Change Loy, Bo Dai

In this paper, we study the challenging problem of 3D GAN inversion where a latent code is predicted given a single face image to faithfully recover its 3D shapes and detailed textures.

3D Face Reconstruction

VToonify: Controllable High-Resolution Portrait Video Style Transfer

1 code implementation22 Sep 2022 Shuai Yang, Liming Jiang, Ziwei Liu, Chen Change Loy

Although a series of successful portrait image toonification models built upon the powerful StyleGAN have been proposed, these image-oriented methods have obvious limitations when applied to videos, such as the fixed frame size, the requirement of face alignment, missing non-facial details and temporal inconsistency.

Face Alignment Style Transfer +2

Text2Human: Text-Driven Controllable Human Image Generation

2 code implementations31 May 2022 Yuming Jiang, Shuai Yang, Haonan Qiu, Wayne Wu, Chen Change Loy, Ziwei Liu

In this work, we present a text-driven controllable framework, Text2Human, for a high-quality and diverse human generation.

Human Parsing Image Generation

Select and Calibrate the Low-confidence: Dual-Channel Consistency based Graph Convolutional Networks

no code implementations8 May 2022 Shuhao Shi, Jian Chen, Kai Qiao, Shuai Yang, Linyuan Wang, Bin Yan

The Graph Convolutional Networks (GCNs) have achieved excellent results in node classification tasks, but the model's performance at low label rates is still unsatisfactory.

Node Classification

Unsupervised Image-to-Image Translation with Generative Prior

1 code implementation CVPR 2022 Shuai Yang, Liming Jiang, Ziwei Liu, Chen Change Loy

In this work, we present a novel framework, Generative Prior-guided UNsupervised Image-to-image Translation (GP-UNIT), to improve the overall quality and applicability of the translation algorithm.

Translation Unsupervised Image-To-Image Translation

Pastiche Master: Exemplar-Based High-Resolution Portrait Style Transfer

1 code implementation CVPR 2022 Shuai Yang, Liming Jiang, Ziwei Liu, Chen Change Loy

Recent studies on StyleGAN show high performance on artistic portrait generation by transfer learning with limited data.

Style Transfer Transfer Learning +1

ShapeEditer: a StyleGAN Encoder for Face Swapping

no code implementations26 Jun 2021 Shuai Yang, Kai Qiao

In this paper, we propose a novel encoder, called ShapeEditor, for high-resolution, realistic and high-fidelity face exchange.

Attribute Face Swapping

Boosting-GNN: Boosting Algorithm for Graph Networks on Imbalanced Node Classification

no code implementations25 May 2021 S. Shi, Kai Qiao, Shuai Yang, L. Wang, J. Chen, Bin Yan

Traditional methods such as resampling, reweighting, and synthetic samples that deal with imbalanced datasets are no longer applicable in GNN.

Ensemble Learning Node Classification +1

Towards Efficient Local Causal Structure Learning

no code implementations28 Feb 2021 Shuai Yang, Hao Wang, Kui Yu, Fuyuan Cao, Xindong Wu

Local causal structure learning aims to discover and distinguish direct causes (parents) and direct effects (children) of a variable of interest from data.

Learning causal representations for robust domain adaptation

no code implementations12 Nov 2020 Shuai Yang, Kui Yu, Fuyuan Cao, Lin Liu, Hao Wang, Jiuyong Li

In this paper, we study the cases where at the training phase the target domain data is unavailable and only well-labeled source domain data is available, called robust domain adaptation.

Domain Adaptation

Consistent Video Style Transfer via Relaxation and Regularization

1 code implementation23 Sep 2020 Wenjing Wang, Shuai Yang, Jizheng Xu, Jiaying Liu

In this article, we address the problem by jointly considering the intrinsic properties of stylization and temporal consistency.

Style Transfer Video Style Transfer

BARS-CTR: Open Benchmarking for Click-Through Rate Prediction

4 code implementations12 Sep 2020 Jieming Zhu, Jinyang Liu, Shuai Yang, Qi Zhang, Xiuqiang He

We have publicly released the benchmarking code, evaluation protocols, and hyper-parameter settings of our work to promote reproducible research in this field.

Benchmarking Click-Through Rate Prediction +1

New opportunities at the photon energy frontier

no code implementations8 Sep 2020 Jaroslav Adam, Christine Aidala, Aaron Angerami, Benjamin Audurier, Carlos Bertulani, Christian Bierlich, Boris Blok, James Daniel Brandenburg, Stanley Brodsky, Aleksandr Bylinkin, Veronica Canoa Roman, Francesco Giovanni Celiberto, Jan Cepila, Grigorios Chachamis, Brian Cole, Guillermo Contreras, David d'Enterria, Adrian Dumitru, Arturo Fernández Téllez, Leonid Frankfurt, Maria Beatriz Gay Ducati, Frank Geurts, Gustavo Gil da Silveira, Francesco Giuli, Victor P. Goncalves, Iwona Grabowska-Bold, Vadim Guzey, Lucian Harland-Lang, Martin Hentschinski, Timothy J. Hobbs, Jamal Jalilian-Marian, Valery A. Khoze, Yongsun Kim, Spencer R. Klein, Simon Knapen, Mariola Kłusek-Gawenda, Michal Krelina, Evgeny Kryshen, Tuomas Lappi, Constantin Loizides, Agnieszka Luszczak, Magno Machado, Heikki Mäntysaari, Daniel Martins, Ronan McNulty, Michael Murray, Jan Nemchik, Jacquelyn Noronha-Hostler, Joakim Nystrand, Alessandro Papa, Bernard Pire, Mateusz Ploskon, Marius Przybycien, John P. Ralston, Patricia Rebello Teles, Christophe Royon, Björn Schenke, William Schmidke, Janet Seger, Anna Stasto, Peter Steinberg, Mark Strikman, Antoni Szczurek, Lech Szymanowski, Daniel Tapia Takaki, Ralf Ulrich, Orlando Villalobos Baillie, Ramona Vogt, Samuel Wallon, Michael Winn, Keping Xie, Zhangbu Xu, Shuai Yang, Mikhail Zhalov, Jian Zhou

Ultra-peripheral collisions (UPCs) involving heavy ions and protons are the energy frontier for photon-mediated interactions.

High Energy Physics - Phenomenology High Energy Physics - Experiment Nuclear Experiment

From Design Draft to Real Attire: Unaligned Fashion Image Translation

no code implementations3 Aug 2020 Yu Han, Shuai Yang, Wenjing Wang, Jiaying Liu

Moreover, built upon the sampling network, we present design draft to real fashion item translation network (D2RNet), where two separate translation streams that focus on texture and shape, respectively, are combined tactfully to get both benefits.

Translation

Deep Plastic Surgery: Robust and Controllable Image Editing with Human-Drawn Sketches

1 code implementation ECCV 2020 Shuai Yang, Zhangyang Wang, Jiaying Liu, Zongming Guo

We present a sketch refinement strategy, as inspired by the coarse-to-fine drawing process of the artists, which we show can help our model well adapt to casual and varied sketches without the need for real sketch training data.

Towards Coding for Human and Machine Vision: A Scalable Image Coding Approach

no code implementations9 Jan 2020 Yueyu Hu, Shuai Yang, Wenhan Yang, Ling-Yu Duan, Jiaying Liu

In this paper, we come up with a novel image coding framework by leveraging both the compressive and the generative models, to support machine vision and human perception tasks jointly.

Facial Landmark Detection Image Reconstruction

Sparse-Dense Subspace Clustering

no code implementations20 Oct 2019 Shuai Yang, Wenqi Zhu, Yuesheng Zhu

In the first stage, an affinity matrix is generated from data.

Clustering

Residual Encoder-Decoder Network for Deep Subspace Clustering

no code implementations12 Oct 2019 Shuai Yang, Wenqi Zhu, Yuesheng Zhu

Subspace clustering aims to cluster unlabeled data that lies in a union of low-dimensional linear subspaces.

Clustering

Towards Efficient Local Causal Structure Learning

1 code implementation3 Oct 2019 Shuai Yang, Hao Wang, Kui Yu, Fuyuan Cao, Xindong Wu

To tackle this issue, we propose a novel Efficient Local Causal Structure learning algorithm, named ELCS.

Causal Discovery

Semi-supervised representation learning via dual autoencoders for domain adaptation

1 code implementation4 Aug 2019 Shuai Yang, Hao Wang, Yuhong Zhang, Pei-Pei Li, Yi Zhu, Xuegang Hu

Domain adaptation aims to exploit the knowledge in source domain to promote the learning tasks in target domain, which plays a critical role in real-world applications.

Denoising Representation Learning +1

TE141K: Artistic Text Benchmark for Text Effect Transfer

no code implementations8 May 2019 Shuai Yang, Wenjing Wang, Jiaying Liu

To the best of our knowledge, this is the largest dataset for text effect transfer to date.

Style Transfer Text Effects Transfer

Controllable Artistic Text Style Transfer via Shape-Matching GAN

1 code implementation ICCV 2019 Shuai Yang, Zhangyang Wang, Zhaowen Wang, Ning Xu, Jiaying Liu, Zongming Guo

In this paper, we present the first text style transfer network that allows for real-time control of the crucial stylistic degree of the glyph through an adjustable parameter.

Style Transfer Text Style Transfer

Three-Stage Subspace Clustering Framework with Graph-Based Transformation and Optimization

no code implementations2 May 2019 Shuai Yang, Wenqi Zhu, Yuesheng Zhu

The affinity matrix is obtained in the first stage, then it goes through the second stage, where the proposed GBTO is applied to generate a reconstructed affinity matrix with more authentic similarity between data points.

Clustering

Restricted Connection Orthogonal Matching Pursuit For Sparse Subspace Clustering

no code implementations1 May 2019 Wenqi Zhu, Yuesheng Zhu, Li Zhong, Shuai Yang

In this paper, we propose a noise-robust algorithm, Restricted Connection Orthogonal Matching Pursuit for Sparse Subspace Clustering (RCOMP-SSC), to improve the clustering accuracy and maintain the low computational time by restricting the number of connections of each data point during the iteration of OMP.

Clustering

TET-GAN: Text Effects Transfer via Stylization and Destylization

no code implementations16 Dec 2018 Shuai Yang, Jiaying Liu, Wenjing Wang, Zongming Guo

The key idea is to train our network to accomplish both the objective of style transfer and style removal, so that it can learn to disentangle and recombine the content and style features of text effects images.

One-Shot Learning Style Transfer +1

Context-Aware Text-Based Binary Image Stylization and Synthesis

no code implementations9 Oct 2018 Shuai Yang, Jiaying Liu, Wenhan Yang, Zongming Guo

The stylization is then followed by a context-aware layout design algorithm, where cues for both seamlessness and aesthetics are employed to determine the optimal layout of the shape in the background.

Image Inpainting Image Stylization +2

Awesome Typography: Statistics-Based Text Effects Transfer

1 code implementation CVPR 2017 Shuai Yang, Jiaying Liu, Zhouhui Lian, Zongming Guo

It allows our algorithm to produce artistic typography that fits for both local texture patterns and the global spatial distribution in the example.

Style Transfer Text Effects Transfer +1

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