Shuicheng Yan

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National University of Singapore ∙ University of Technology Sydney ∙ Qihoo 360 Technology Co. Ltd.

Associate Professor Department of Electrical and Computer Engineering at National University of Singapore and Chief Scientist, Head of Artificial Intelligence Institute, Qihoo/360

Tokens-to-Token ViT: Training Vision Transformers from Scratch on ImageNet

Transformers, which are popular for language modeling, have been explore...
01/28/2021 ∙ by Li Yuan, et al. ∙ 34 ∙ share

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ORDNet: Capturing Omni-Range Dependencies for Scene Parsing

Learning to capture dependencies between spatial positions is essential ...
01/11/2021 ∙ by Shaofei Huang, et al. ∙ 8 ∙ share

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ProxylessKD: Direct Knowledge Distillation with Inherited Classifier for Face Recognition

Knowledge Distillation (KD) refers to transferring knowledge from a larg...
10/31/2020 ∙ by Weidong Shi, et al. ∙ 0 ∙ share

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Towards Accurate Human Pose Estimation in Videos of Crowded Scenes

Video-based human pose estimation in crowded scenes is a challenging pro...
10/16/2020 ∙ by Li Yuan, et al. ∙ 1 ∙ share

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Toward Accurate Person-level Action Recognition in Videos of Crowded Scenes

Detecting and recognizing human action in videos with crowded scenes is ...
10/16/2020 ∙ by Li Yuan, et al. ∙ 1 ∙ share

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A Simple Baseline for Pose Tracking in Videos of Crowded Scenes

This paper presents our solution to ACM MM challenge: Large-scale Human-...
10/16/2020 ∙ by Li Yuan, et al. ∙ 1 ∙ share

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Dual-constrained Deep Semi-Supervised Coupled Factorization Network with Enriched Prior

Nonnegative matrix factorization is usually powerful for learning the "s...
09/08/2020 ∙ by Yan Zhang, et al. ∙ 8 ∙ share

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Learning Target Domain Specific Classifier for Partial Domain Adaptation

Unsupervised domain adaptation (UDA) aims at reducing the distribution d...
08/25/2020 ∙ by Chuan-Xian Ren, et al. ∙ 0 ∙ share

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Dual Adversarial Auto-Encoders for Clustering

As a powerful approach for exploratory data analysis, unsupervised clust...
08/23/2020 ∙ by Pengfei Ge, et al. ∙ 0 ∙ share

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ConvBERT: Improving BERT with Span-based Dynamic Convolution

Pre-trained language models like BERT and its variants have recently ach...
08/06/2020 ∙ by Zihang Jiang, et al. ∙ 0 ∙ share

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A Survey on Concept Factorization: From Shallow to Deep Representation Learning

The quality of learned features by representation learning determines th...
07/31/2020 ∙ by Zhao Zhang, et al. ∙ 6 ∙ share

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Rethinking Bottleneck Structure for Efficient Mobile Network Design

The inverted residual block is dominating architecture design for mobile...
07/05/2020 ∙ by Zhou Daquan, et al. ∙ 0 ∙ share

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Recapture as You Want

With the increasing prevalence and more powerful camera systems of mobil...
06/02/2020 ∙ by Chen Gao, et al. ∙ 0 ∙ share

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PANDA: Prototypical Unsupervised Domain Adaptation

Previous adversarial domain alignment methods for unsupervised domain ad...
03/30/2020 ∙ by Dapeng Hu, et al. ∙ 0 ∙ share

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Highly Efficient Salient Object Detection with 100K Parameters

Salient object detection models often demand a considerable amount of co...
03/12/2020 ∙ by Shang-Hua Gao, et al. ∙ 0 ∙ share

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Fast Dense Residual Network: Enhancing Global Dense Feature Flow for Text Recognition

Deep Convolutional Neural Networks (CNNs), such as Dense Convolutional N...
01/23/2020 ∙ by Zhao Zhang, et al. ∙ 0 ∙ share

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RC-DARTS: Resource Constrained Differentiable Architecture Search

Recent advances show that Neural Architectural Search (NAS) method is ab...
12/30/2019 ∙ by Xiaojie Jin, et al. ∙ 0 ∙ share

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Very Long Natural Scenery Image Prediction by Outpainting

Comparing to image inpainting, image outpainting receives less attention...
12/29/2019 ∙ by Zongxin Yang, et al. ∙ 6 ∙ share

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Learning Hybrid Representation by Robust Dictionary Learning in Factorized Compressed Space

In this paper, we investigate the robust dictionary learning (DL) to dis...
12/26/2019 ∙ by Jiahuan Ren, et al. ∙ 9 ∙ share

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Asymmetric GAN for Unpaired Image-to-image Translation

Unpaired image-to-image translation problem aims to model the mapping fr...
12/25/2019 ∙ by Yu Li, et al. ∙ 17 ∙ share

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Fast DenseNet: Towards Efficient and Accurate Text Recognition with Fast Dense Networks

Convolutional Recurrent Neural Network (CRNN) is a popular network for r...
12/15/2019 ∙ by Zhao Zhang, et al. ∙ 0 ∙ share

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DerainCycleGAN: An Attention-guided Unsupervised Benchmark for Single Image Deraining and Rainmaking

Single image deraining (SID) is an important and challenging topic in em...
12/15/2019 ∙ by Yanyan Wei, et al. ∙ 16 ∙ share

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Multilayer Collaborative Low-Rank Coding Network for Robust Deep Subspace Discovery

For subspace recovery, most existing low-rank representation (LRR) model...
12/13/2019 ∙ by Xianzhen Li, et al. ∙ 0 ∙ share

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Efficient Differentiable Neural Architecture Search with Meta Kernels

The searching procedure of neural architecture search (NAS) is notorious...
12/10/2019 ∙ by Shoufa Chen, et al. ∙ 0 ∙ share

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AdversarialNAS: Adversarial Neural Architecture Search for GANs

Neural Architecture Search (NAS) that aims to automate the procedure of ...
12/04/2019 ∙ by Chen Gao, et al. ∙ 0 ∙ share

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Discriminative Local Sparse Representation by Robust Adaptive Dictionary Pair Learning

In this paper, we propose a structured Robust Adaptive Dic-tionary Pair ...
11/20/2019 ∙ by Yulin Sun, et al. ∙ 10 ∙ share

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PSGAN: Pose-Robust Spatial-Aware GAN for Customizable Makeup Transfer

We propose a novel Pose-robust Spatial-aware GAN (PSGAN) for transferrin...
09/16/2019 ∙ by Wentao Jiang, et al. ∙ 23 ∙ share

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Flexible Auto-weighted Local-coordinate Concept Factorization: A Robust Framework for Unsupervised Clustering

Concept Factorization (CF) and its variants may produce inaccurate repre...
09/02/2019 ∙ by Zhao Zhang, et al. ∙ 11 ∙ share

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Single-Stage Multi-Person Pose Machines

Multi-person pose estimation is a challenging problem. Existing methods ...
08/24/2019 ∙ by Xuecheng Nie, et al. ∙ 23 ∙ share

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Joint Subspace Recovery and Enhanced Locality Driven Robust Flexible Discriminative Dictionary Learning

We propose a joint subspace recovery and enhanced locality based robust ...
06/11/2019 ∙ by Zhao Zhang, et al. ∙ 5 ∙ share

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Kernel-Induced Label Propagation by Mapping for Semi-Supervised Classification

Kernel methods have been successfully applied to the areas of pattern re...
05/29/2019 ∙ by Zhao Zhang, et al. ∙ 0 ∙ share

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Jointly Learning Structured Analysis Discriminative Dictionary and Analysis Multiclass Classifier

In this paper, we propose an analysis mechanism based structured Analysi...
05/27/2019 ∙ by Zhao Zhang, et al. ∙ 2 ∙ share

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Joint Label Prediction based Semi-Supervised Adaptive Concept Factorization for Robust Data Representation

Constrained Concept Factorization (CCF) yields the enhanced representati...
05/25/2019 ∙ by Zhao Zhang, et al. ∙ 0 ∙ share

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Robust Unsupervised Flexible Auto-weighted Local-Coordinate Concept Factorization for Image Clustering

We investigate the high-dimensional data clustering problem by proposing...
05/25/2019 ∙ by Zhao Zhang, et al. ∙ 0 ∙ share

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Drop an Octave: Reducing Spatial Redundancy in Convolutional Neural Networks with Octave Convolution

In natural images, information is conveyed at different frequencies wher...
04/10/2019 ∙ by Yunpeng Chen, et al. ∙ 0 ∙ share

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Multi-Prototype Networks for Unconstrained Set-based Face Recognition

In this paper, we study the challenging unconstrained set-based face rec...
02/13/2019 ∙ by Jian Zhao, et al. ∙ 0 ∙ share

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Graph-Based Global Reasoning Networks

Globally modeling and reasoning over relations between regions can be be...
11/30/2018 ∙ by Yunpeng Chen, et al. ∙ 0 ∙ share

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Style Separation and Synthesis via Generative Adversarial Networks

Style synthesis attracts great interests recently, while few works focus...
11/07/2018 ∙ by Rui Zhang, et al. ∙ 18 ∙ share

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A^2-Nets: Double Attention Networks

Learning to capture long-range relations is fundamental to image/video r...
10/27/2018 ∙ by Yunpeng Chen, et al. ∙ 0 ∙ share

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Look Across Elapse: Disentangled Representation Learning and Photorealistic Cross-Age Face Synthesis for Age-Invariant Face Recognition

Despite the remarkable progress in face recognition related technologies...
09/02/2018 ∙ by Jian Zhao, et al. ∙ 0 ∙ share

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Multi-Fiber Networks for Video Recognition

In this paper, we aim to reduce the computational cost of spatio-tempora...
07/30/2018 ∙ by Yunpeng Chen, et al. ∙ 0 ∙ share

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Exact Low Tubal Rank Tensor Recovery from Gaussian Measurements

The recent proposed Tensor Nuclear Norm (TNN) [Lu et al., 2016; 2018a] i...
06/07/2018 ∙ by Canyi Lu, et al. ∙ 2 ∙ share

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Subspace Clustering by Block Diagonal Representation

This paper studies the subspace clustering problem. Given some data poin...
05/23/2018 ∙ by Canyi Lu, et al. ∙ 0 ∙ share

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Tensor Robust Principal Component Analysis with A New Tensor Nuclear Norm

In this paper, we consider the Tensor Robust Principal Component Analysi...
04/10/2018 ∙ by Canyi Lu, et al. ∙ 0 ∙ share

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Understanding Humans in Crowded Scenes: Deep Nested Adversarial Learning and A New Benchmark for Multi-Human Parsing

Despite the noticeable progress in perceptual tasks like detection, inst...
04/10/2018 ∙ by Jian Zhao, et al. ∙ 0 ∙ share

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Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation

Previous deep learning based state-of-the-art scene text detection metho...
02/25/2018 ∙ by Pengyuan Lyu, et al. ∙ 0 ∙ share

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Face Aging with Contextual Generative Adversarial Nets

Face aging, which renders aging faces for an input face, has attracted e...
02/01/2018 ∙ by Si Liu, et al. ∙ 0 ∙ share

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BT-Nets: Simplifying Deep Neural Networks via Block Term Decomposition

Recently, deep neural networks (DNNs) have been regarded as the state-of...
12/15/2017 ∙ by Guangxi Li, et al. ∙ 0 ∙ share

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Weaving Multi-scale Context for Single Shot Detector

Aggregating context information from multiple scales has been proved to ...
12/08/2017 ∙ by Yunpeng Chen, et al. ∙ 0 ∙ share

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Nonconvex Sparse Spectral Clustering by Alternating Direction Method of Multipliers and Its Convergence Analysis

Spectral Clustering (SC) is a widely used data clustering method which f...
12/08/2017 ∙ by Canyi Lu, et al. ∙ 0 ∙ share

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Shuicheng Yan

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