Xiaohui Shen

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Senior Research Scientist at Adobe, Researcher at Adobe Research in San Jose, California 2012, Research Intern at Adobe Research, Research Intern at NOKIA 2010, PhD degree in the EECS department of Northwestern University in 2013

EnlightenGAN: Deep Light Enhancement without Paired Supervision

Deep learning-based methods have achieved remarkable success in image re...
06/17/2019 ∙ by Yifan Jiang, et al. ∙ 26 ∙ share

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Anatomy-aware 3D Human Pose Estimation in Videos

In this work, we propose a new solution for 3D human pose estimation in ...
02/24/2020 ∙ by Tianlang Chen, et al. ∙ 16 ∙ share

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Concept Mask: Large-Scale Segmentation from Semantic Concepts

Existing works on semantic segmentation typically consider a small numbe...
08/18/2018 ∙ by Yufei Wang, et al. ∙ 4 ∙ share

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Regional Homogeneity: Towards Learning Transferable Universal Adversarial Perturbations Against Defenses

This paper focuses on learning transferable adversarial examples specifi...
04/01/2019 ∙ by Yingwei Li, et al. ∙ 4 ∙ share

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Predicting Scene Parsing and Motion Dynamics in the Future

The ability of predicting the future is important for intelligent system...
11/09/2017 ∙ by Xiaojie Jin, et al. ∙ 0 ∙ share

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Scene Parsing with Global Context Embedding

We present a scene parsing method that utilizes global context informati...
10/17/2017 ∙ by Wei-Chih Hung, et al. ∙ 0 ∙ share

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Learning to Segment Human by Watching YouTube

An intuition on human segmentation is that when a human is moving in a v...
10/04/2017 ∙ by Xiaodan Liang, et al. ∙ 0 ∙ share

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FoveaNet: Perspective-aware Urban Scene Parsing

Parsing urban scene images benefits many applications, especially self-d...
08/08/2017 ∙ by Xin Li, et al. ∙ 0 ∙ share

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Recognizing and Curating Photo Albums via Event-Specific Image Importance

Automatic organization of personal photos is a problem with many real wo...
07/19/2017 ∙ by Yufei Wang, et al. ∙ 0 ∙ share

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Recurrent Multimodal Interaction for Referring Image Segmentation

In this paper we are interested in the problem of image segmentation giv...
03/23/2017 ∙ by Chenxi Liu, et al. ∙ 0 ∙ share

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Look into Person: Self-supervised Structure-sensitive Learning and A New Benchmark for Human Parsing

Human parsing has recently attracted a lot of research interests due to ...
03/16/2017 ∙ by Ke Gong, et al. ∙ 0 ∙ share

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Interpretable Structure-Evolving LSTM

This paper develops a general framework for learning interpretable data ...
03/08/2017 ∙ by Xiaodan Liang, et al. ∙ 0 ∙ share

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Deep Image Harmonization

Compositing is one of the most common operations in photo editing. To ge...
02/28/2017 ∙ by Yi-Hsuan Tsai, et al. ∙ 0 ∙ share

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Learning to Detect Multiple Photographic Defects

In this paper, we introduce the problem of simultaneously detecting mult...
12/06/2016 ∙ by Ning Yu, et al. ∙ 0 ∙ share

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Video Scene Parsing with Predictive Feature Learning

In this work, we address the challenging video scene parsing problem by ...
12/01/2016 ∙ by Xiaojie Jin, et al. ∙ 0 ∙ share

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Top-down Neural Attention by Excitation Backprop

We aim to model the top-down attention of a Convolutional Neural Network...
08/01/2016 ∙ by Jianming Zhang, et al. ∙ 0 ∙ share

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Salient Object Subitizing

We study the problem of Salient Object Subitizing, i.e. predicting the e...
07/26/2016 ∙ by Jianming Zhang, et al. ∙ 0 ∙ share

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Progressive Attention Networks for Visual Attribute Prediction

We propose a novel attention model that can accurately attend to target ...
06/08/2016 ∙ by Paul Hongsuck Seo, et al. ∙ 0 ∙ share

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Photo Aesthetics Ranking Network with Attributes and Content Adaptation

Real-world applications could benefit from the ability to automatically ...
06/06/2016 ∙ by Shu Kong, et al. ∙ 0 ∙ share

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Semantic Object Parsing with Graph LSTM

By taking the semantic object parsing task as an exemplar application sc...
03/23/2016 ∙ by Xiaodan Liang, et al. ∙ 0 ∙ share

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Reversible Recursive Instance-level Object Segmentation

In this work, we propose a novel Reversible Recursive Instance-level Obj...
11/14/2015 ∙ by Xiaodan Liang, et al. ∙ 0 ∙ share

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Semantic Object Parsing with Local-Global Long Short-Term Memory

Semantic object parsing is a fundamental task for understanding objects ...
11/14/2015 ∙ by Xiaodan Liang, et al. ∙ 0 ∙ share

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Automatic Content-Aware Color and Tone Stylization

We introduce a new technique that automatically generates diverse, visua...
11/12/2015 ∙ by Joon-Young Lee, et al. ∙ 0 ∙ share

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STC: A Simple to Complex Framework for Weakly-supervised Semantic Segmentation

Recently, significant improvement has been made on semantic object segme...
09/10/2015 ∙ by Yunchao Wei, et al. ∙ 0 ∙ share

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Proposal-free Network for Instance-level Object Segmentation

Instance-level object segmentation is an important yet under-explored ta...
09/09/2015 ∙ by Xiaodan Liang, et al. ∙ 0 ∙ share

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Inner and Inter Label Propagation: Salient Object Detection in the Wild

In this paper, we propose a novel label propagation based method for sal...
05/27/2015 ∙ by Hongyang Li, et al. ∙ 0 ∙ share

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Joint Object and Part Segmentation using Deep Learned Potentials

Segmenting semantic objects from images and parsing them into their resp...
05/01/2015 ∙ by Peng Wang, et al. ∙ 0 ∙ share

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Matching-CNN Meets KNN: Quasi-Parametric Human Parsing

Both parametric and non-parametric approaches have demonstrated encourag...
04/06/2015 ∙ by Si Liu, et al. ∙ 0 ∙ share

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Deep Human Parsing with Active Template Regression

In this work, the human parsing task, namely decomposing a human image i...
03/09/2015 ∙ by Xiaodan Liang, et al. ∙ 0 ∙ share

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MAttNet: Modular Attention Network for Referring Expression Comprehension

In this paper, we address referring expression comprehension: localizing...
01/24/2018 ∙ by Licheng Yu, et al. ∙ 0 ∙ share

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Generative Image Inpainting with Contextual Attention

Recent deep learning based approaches have shown promising results on im...
01/24/2018 ∙ by Jiahui Yu, et al. ∙ 0 ∙ share

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Look into Person: Joint Body Parsing & Pose Estimation Network and A New Benchmark

Human parsing and pose estimation have recently received considerable in...
04/05/2018 ∙ by Xiaodan Liang, et al. ∙ 0 ∙ share

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Learning to Predict Indoor Illumination from a Single Image

We propose an automatic method to infer high dynamic range illumination ...
04/01/2017 ∙ by Marc-André Gardner, et al. ∙ 0 ∙ share

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Towards Interpretable Face Recognition

Deep CNNs have been pushing the frontier of visual recognition over past...
05/02/2018 ∙ by Bangjie Yin, et al. ∙ 0 ∙ share

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A Modulation Module for Multi-task Learning with Applications in Image Retrieval

Multi-task learning has been widely adopted in many computer vision task...
07/17/2018 ∙ by Xiangyun Zhao, et al. ∙ 0 ∙ share

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DeepLens: Shallow Depth Of Field From A Single Image

We aim to generate high resolution shallow depth-of-field (DoF) images f...
10/18/2018 ∙ by Lijun Wang, et al. ∙ 0 ∙ share

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Free-Form Image Inpainting with Gated Convolution

We present a novel deep learning based image inpainting system to comple...
06/10/2018 ∙ by Jiahui Yu, et al. ∙ 0 ∙ share

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Graphonomy: Universal Human Parsing via Graph Transfer Learning

Prior highly-tuned human parsing models tend to fit towards each dataset...
04/09/2019 ∙ by Ke Gong, et al. ∙ 0 ∙ share

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Fashion Editing with Multi-scale Attention Normalization

Interactive fashion image manipulation, which enables users to edit imag...
06/03/2019 ∙ by Haoye Dong, et al. ∙ 0 ∙ share

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Xiaohui Shen

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