Fumin Shen

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Professor in School of Computer Science and Engineering, University of Electronic Science and Technology of China.

Prototype-supervised Adversarial Network for Targeted Attack of Deep Hashing

Due to its powerful capability of representation learning and high-effic...
05/17/2021 ∙ by Xunguang Wang, et al. ∙ 14 ∙ share

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Non-Salient Region Object Mining for Weakly Supervised Semantic Segmentation

Semantic segmentation aims to classify every pixel of an input image. Co...
03/26/2021 ∙ by Yazhou Yao, et al. ∙ 11 ∙ share

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Jo-SRC: A Contrastive Approach for Combating Noisy Labels

Due to the memorization effect in Deep Neural Networks (DNNs), training ...
03/24/2021 ∙ by Yazhou Yao, et al. ∙ 0 ∙ share

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Semantically Meaningful Class Prototype Learning for One-Shot Image Semantic Segmentation

One-shot semantic image segmentation aims to segment the object regions ...
02/22/2021 ∙ by Tao Chen, et al. ∙ 0 ∙ share

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Exploiting Web Images for Fine-Grained Visual Recognition by Eliminating Noisy Samples and Utilizing Hard Ones

Labeling objects at a subordinate level typically requires expert knowle...
01/23/2021 ∙ by Huafeng Liu, et al. ∙ 0 ∙ share

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Dual ResGCN for Balanced Scene GraphGeneration

Visual scene graph generation is a challenging task. Previous works have...
11/09/2020 ∙ by Jingyi Zhang, et al. ∙ 0 ∙ share

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Auto-Encoding Twin-Bottleneck Hashing

Conventional unsupervised hashing methods usually take advantage of simi...
02/27/2020 ∙ by Yuming Shen, et al. ∙ 1 ∙ share

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Fast Large-Scale Discrete Optimization Based on Principal Coordinate Descent

Binary optimization, a representative subclass of discrete optimization,...
09/16/2019 ∙ by Huan Xiong, et al. ∙ 0 ∙ share

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Cooperative Cross-Stream Network for Discriminative Action Representation

Spatial and temporal stream model has gained great success in video acti...
08/27/2019 ∙ by Jingran Zhang, et al. ∙ 17 ∙ share

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MetaMixUp: Learning Adaptive Interpolation Policy of MixUp with Meta-Learning

MixUp is an effective data augmentation method to regularize deep neural...
08/27/2019 ∙ by Zhijun Mai, et al. ∙ 20 ∙ share

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Temporal Reasoning Graph for Activity Recognition

Despite great success has been achieved in activity analysis, it still h...
08/27/2019 ∙ by Jingran Zhang, et al. ∙ 38 ∙ share

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Make a Face: Towards Arbitrary High Fidelity Face Manipulation

Recent studies have shown remarkable success in face manipulation task w...
08/20/2019 ∙ by Shengju Qian, et al. ∙ 24 ∙ share

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Extracting Visual Knowledge from the Internet: Making Sense of Image Data

Recent successes in visual recognition can be primarily attributed to fe...
06/07/2019 ∙ by Yazhou Yao, et al. ∙ 5 ∙ share

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Dynamically Visual Disambiguation of Keyword-based Image Search

Due to the high cost of manual annotation, learning directly from the we...
05/27/2019 ∙ by Yazhou Yao, et al. ∙ 0 ∙ share

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Exact Adversarial Attack to Image Captioning via Structured Output Learning with Latent Variables

In this work, we study the robustness of a CNN+RNN based image captionin...
05/10/2019 ∙ by Yan Xu, et al. ∙ 0 ∙ share

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A Large-scale Varying-view RGB-D Action Dataset for Arbitrary-view Human Action Recognition

Current researches of action recognition mainly focus on single-view and...
04/24/2019 ∙ by Yanli Ji, et al. ∙ 0 ∙ share

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Collaborative Learning for Extremely Low Bit Asymmetric Hashing

Extremely low bit (e.g., 4-bit) hashing is in high demand for retrieval ...
09/25/2018 ∙ by Yadan Luo, et al. ∙ 0 ∙ share

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Highly-Economized Multi-View Binary Compression for Scalable Image Clustering

How to economically cluster large-scale multi-view images is a long-stan...
09/17/2018 ∙ by Zheng Zhang, et al. ∙ 0 ∙ share

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Zero-Shot Sketch-Image Hashing

Recent studies show that large-scale sketch-based image retrieval (SBIR)...
03/06/2018 ∙ by Yuming Shen, et al. ∙ 0 ∙ share

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Neural Stereoscopic Image Style Transfer

Neural style transfer is an emerging technique which is able to endow da...
02/27/2018 ∙ by Xinyu Gong, et al. ∙ 0 ∙ share

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Joint Hierarchical Category Structure Learning and Large-Scale Image Classification

We investigate the scalable image classification problem with a large nu...
09/15/2017 ∙ by Yanyun Qu, et al. ∙ 0 ∙ share

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Towards Automatic Construction of Diverse, High-quality Image Dataset

The availability of labeled image datasets has been shown critical for h...
08/22/2017 ∙ by Yazhou Yao, et al. ∙ 0 ∙ share

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From Zero-shot Learning to Conventional Supervised Classification: Unseen Visual Data Synthesis

Robust object recognition systems usually rely on powerful feature extra...
05/04/2017 ∙ by Yang Long, et al. ∙ 0 ∙ share

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Deep Sketch Hashing: Fast Free-hand Sketch-Based Image Retrieval

Free-hand sketch-based image retrieval (SBIR) is a specific cross-view r...
03/16/2017 ∙ by Li Liu, et al. ∙ 0 ∙ share

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Refining Image Categorization by Exploiting Web Images and General Corpus

Studies show that refining real-world categories into semantic subcatego...
03/16/2017 ∙ by Yazhou Yao, et al. ∙ 0 ∙ share

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Robust and Real-time Deep Tracking Via Multi-Scale Domain Adaptation

Visual tracking is a fundamental problem in computer vision. Recently, s...
01/03/2017 ∙ by Xinyu Wang, et al. ∙ 0 ∙ share

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Recurrent Image Captioner: Describing Images with Spatial-Invariant Transformation and Attention Filtering

Along with the prosperity of recurrent neural network in modelling seque...
12/15/2016 ∙ by Hao Liu, et al. ∙ 0 ∙ share

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Binary Subspace Coding for Query-by-Image Video Retrieval

The query-by-image video retrieval (QBIVR) task has been attracting cons...
12/06/2016 ∙ by Ruicong Xu, et al. ∙ 0 ∙ share

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Exploiting Web Images for Dataset Construction: A Domain Robust Approach

Labelled image datasets have played a critical role in high-level image ...
11/22/2016 ∙ by Yazhou Yao, et al. ∙ 0 ∙ share

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Zero-Shot Hashing via Transferring Supervised Knowledge

Hashing has shown its efficiency and effectiveness in facilitating large...
06/16/2016 ∙ by Yang Yang, et al. ∙ 0 ∙ share

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Bidirectional Long-Short Term Memory for Video Description

Video captioning has been attracting broad research attention in multime...
06/15/2016 ∙ by Yi Bin, et al. ∙ 0 ∙ share

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Learning Binary Codes and Binary Weights for Efficient Classification

This paper proposes a generic formulation that significantly expedites t...
03/14/2016 ∙ by Fumin Shen, et al. ∙ 0 ∙ share

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Supervised Discrete Hashing

This paper has been withdrawn by the authour....
03/05/2015 ∙ by Fumin Shen, et al. ∙ 0 ∙ share

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Hashing on Nonlinear Manifolds

Learning based hashing methods have attracted considerable attention due...
12/02/2014 ∙ by Fumin Shen, et al. ∙ 0 ∙ share

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Face Identification with Second-Order Pooling

Automatic face recognition has received significant performance improvem...
06/26/2014 ∙ by Fumin Shen, et al. ∙ 0 ∙ share

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Face Image Classification by Pooling Raw Features

We propose a very simple, efficient yet surprisingly effective feature e...
06/26/2014 ∙ by Fumin Shen, et al. ∙ 0 ∙ share

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Generic Image Classification Approaches Excel on Face Recognition

The main finding of this work is that the standard image classification ...
09/22/2013 ∙ by Fumin Shen, et al. ∙ 0 ∙ share

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Fast Approximate L_infty Minimization: Speeding Up Robust Regression

Minimization of the L_∞ norm, which can be viewed as approximately solvi...
04/04/2013 ∙ by Fumin Shen, et al. ∙ 0 ∙ share

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Fumin Shen

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