Jia Li

Teaching deep learning causal effects improves predictive performance

Causal inference is a powerful statistical methodology for explanatory a...
11/11/2020 ∙ by Jia Li, et al. ∙ 0 ∙ share

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Learning Open Set Network with Discriminative Reciprocal Points

Open set recognition is an emerging research area that aims to simultane...
10/31/2020 ∙ by Guangyao Chen, et al. ∙ 0 ∙ share

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CoCo: Controllable Counterfactuals for Evaluating Dialogue State Trackers

Dialogue state trackers have made significant progress on benchmark data...
10/24/2020 ∙ by Shiyang Li, et al. ∙ 2 ∙ share

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Structure-aware Pre-training for Table Understanding with Tree-based Transformers

Tables are widely used with various structures to organize and present d...
10/21/2020 ∙ by Zhiruo Wang, et al. ∙ 0 ∙ share

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Dirichlet Graph Variational Autoencoder

Graph Neural Networks (GNNs) and Variational Autoencoders (VAEs) have be...
10/09/2020 ∙ by Jia Li, et al. ∙ 0 ∙ share

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DanceIt: Music-inspired Dancing Video Synthesis

Close your eyes and listen to music, one can easily imagine an actor dan...
09/17/2020 ∙ by Xin Guo, et al. ∙ 0 ∙ share

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Intrinsic Relationship Reasoning for Small Object Detection

The small objects in images and videos are usually not independent indiv...
09/02/2020 ∙ by Kui Fu, et al. ∙ 6 ∙ share

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Cooperative Bi-path Metric for Few-shot Learning

Given base classes with sufficient labeled samples, the target of few-sh...
08/10/2020 ∙ by Zeyuan Wang, et al. ∙ 0 ∙ share

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SEKD: Self-Evolving Keypoint Detection and Description

Researchers have attempted utilizing deep neural network (DNN) to learn ...
06/09/2020 ∙ by Yafei Song, et al. ∙ 0 ∙ share

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Is Depth Really Necessary for Salient Object Detection?

Salient object detection (SOD) is a crucial and preliminary task for man...
05/30/2020 ∙ by Jiawei Zhao, et al. ∙ 15 ∙ share

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Adv-BERT: BERT is not robust on misspellings! Generating nature adversarial samples on BERT

There is an increasing amount of literature that claims the brittleness ...
02/27/2020 ∙ by Lichao Sun, et al. ∙ 0 ∙ share

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Adversarial Attack on Community Detection by Hiding Individuals

It has been demonstrated that adversarial graphs, i.e., graphs with impe...
01/22/2020 ∙ by Jia Li, et al. ∙ 0 ∙ share

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Single Image Dehazing Using Ranking Convolutional Neural Network

Single image dehazing, which aims to recover the clear image solely from...
01/15/2020 ∙ by Yafei Song, et al. ∙ 0 ∙ share

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Salient Object Detection with Purificatory Mechanism and Structural Similarity Loss

By the aid of attention mechanisms to weight the image features adaptive...
12/18/2019 ∙ by Jia Li, et al. ∙ 14 ∙ share

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Zooming into Face Forensics: A Pixel-level Analysis

The stunning progress in face manipulation methods has made it possible ...
12/12/2019 ∙ by Jia Li, et al. ∙ 21 ∙ share

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Deep Variable-Block Chain with Adaptive Variable Selection

The architectures of deep neural networks (DNN) rely heavily on the unde...
12/07/2019 ∙ by Lixiang Zhang, et al. ∙ 0 ∙ share

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Simple Pose: Rethinking and Improving a Bottom-up Approach for Multi-Person Pose Estimation

We rethink a well-know bottom-up approach for multi-person pose estimati...
11/24/2019 ∙ by Jia Li, et al. ∙ 8 ∙ share

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Transductive Episodic-Wise Adaptive Metric for Few-Shot Learning

Few-shot learning, which aims at extracting new concepts rapidly from ex...
10/05/2019 ∙ by Limeng Qiao, et al. ∙ 0 ∙ share

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Exploring Reciprocal Attention for Salient Object Detection by Cooperative Learning

Typically, objects with the same semantics are not always prominent in i...
09/18/2019 ∙ by Changqun Xia, et al. ∙ 14 ∙ share

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Distortion-adaptive Salient Object Detection in 360^∘ Omnidirectional Images

Image-based salient object detection (SOD) has been extensively explored...
09/11/2019 ∙ by Jia Li, et al. ∙ 9 ∙ share

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Learning Local Feature Descriptor with Motion Attribute for Vision-based Localization

In recent years, camera-based localization has been widely used for robo...
08/03/2019 ∙ by Yafei Song, et al. ∙ 1 ∙ share

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Combining Reinforcement Learning and Configuration Checking for Maximum k-plex Problem

The Maximum k-plex Problem is an important combinatorial optimization pr...
06/06/2019 ∙ by Peilin Chen, et al. ∙ 0 ∙ share

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Private Deep Learning with Teacher Ensembles

Privacy-preserving deep learning is crucial for deploying deep neural ne...
06/05/2019 ∙ by Lichao Sun, et al. ∙ 0 ∙ share

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Predicting Path Failure In Time-Evolving Graphs

In this paper we use a time-evolving graph which consists of a sequence ...
05/10/2019 ∙ by Jia Li, et al. ∙ 0 ∙ share

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Downhole Track Detection via Multiscale Conditional Generative Adversarial Nets

Frequent mine disasters cause a large number of casualties and property ...
04/17/2019 ∙ by Jia Li, et al. ∙ 2 ∙ share

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Reinforcement Learning Based Emotional Editing Constraint Conversation Generation

In recent years, the generation of conversation content based on deep ne...
04/17/2019 ∙ by Jia Li, et al. ∙ 0 ∙ share

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Semi-Supervised Graph Classification: A Hierarchical Graph Perspective

Node classification and graph classification are two graph learning prob...
04/10/2019 ∙ by Jia Li, et al. ∙ 0 ∙ share

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Spatiotemporal Knowledge Distillation for Efficient Estimation of Aerial Video Saliency

The performance of video saliency estimation techniques has achieved sig...
04/10/2019 ∙ by Jia Li, et al. ∙ 16 ∙ share

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Image Quality Assessment for Omnidirectional Cross-reference Stitching

Along with the development of virtual reality (VR), omnidirectional imag...
04/10/2019 ∙ by Kaiwen Yu, et al. ∙ 0 ∙ share

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Ultrafast Video Attention Prediction with Coupled Knowledge Distillation

Large convolutional neural network models have recently demonstrated imp...
04/09/2019 ∙ by Kui Fu, et al. ∙ 0 ∙ share

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Harmonic Unpaired Image-to-image Translation

The recent direction of unpaired image-to-image translation is on one ha...
02/26/2019 ∙ by Rui Zhang, et al. ∙ 4 ∙ share

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Selectivity or Invariance: Boundary-aware Salient Object Detection

Typically, a salient object detection (SOD) model faces opposite require...
12/25/2018 ∙ by Jinming Su, et al. ∙ 0 ∙ share

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Visual Attention on the Sun: What Do Existing Models Actually Predict?

Visual attention prediction is a classic problem that seems to be well a...
11/25/2018 ∙ by Jia Li, et al. ∙ 0 ∙ share

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Low-resolution Face Recognition in the Wild via Selective Knowledge Distillation

Typically, the deployment of face recognition models in the wild needs t...
11/25/2018 ∙ by Shiming Ge, et al. ∙ 0 ∙ share

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Complementary Segmentation of Primary Video Objects with Reversible Flows

Segmenting primary objects in a video is an important yet challenging pr...
11/23/2018 ∙ by Jia Li, et al. ∙ 4 ∙ share

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How Drones Look: Crowdsourced Knowledge Transfer for Aerial Video Saliency Prediction

In ground-level platforms, many saliency models have been developed to p...
11/14/2018 ∙ by Kui Fu, et al. ∙ 10 ∙ share

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Coordinating Disaster Emergency Response with Heuristic Reinforcement Learning

A crucial and time-sensitive task when any disaster occurs is to rescue ...
11/12/2018 ∙ by Long Nguyen, et al. ∙ 18 ∙ share

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Forecasting People's Needs in Hurricane Events from Social Network

Social networks can serve as a valuable communication channel for calls ...
11/12/2018 ∙ by Long Nguyen, et al. ∙ 0 ∙ share

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Lifted Proximal Operator Machines

We propose a new optimization method for training feed-forward neural ne...
11/05/2018 ∙ by Jia Li, et al. ∙ 0 ∙ share

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Learning from Large-scale Noisy Web Data with Ubiquitous Reweighting for Image Classification

Many advances of deep learning techniques originate from the efforts of ...
11/02/2018 ∙ by Jia Li, et al. ∙ 4 ∙ share

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A Fast Globally Linearly Convergent Algorithm for the Computation of Wasserstein Barycenters

In this paper, we consider the problem of computing a Wasserstein baryce...
09/12/2018 ∙ by Lei Yang, et al. ∙ 4 ∙ share

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ARBEE: Towards Automated Recognition of Bodily Expression of Emotion In the Wild

Humans are arguably innately prepared to possess the ability to comprehe...
08/28/2018 ∙ by Yu Luo, et al. ∙ 0 ∙ share

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Primary Object Segmentation in Aerial Videos via Hierarchical Temporal Slicing and Co-Segmentation

Primary object segmentation plays an important role in understanding vid...
06/27/2018 ∙ by Pengcheng Yuan, et al. ∙ 6 ∙ share

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Collaborative Annotation of Semantic Objects in Images with Multi-granularity Supervisions

Per-pixel masks of semantic objects are very useful in many applications...
06/27/2018 ∙ by Lishi Zhang, et al. ∙ 0 ∙ share

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Learning a Saliency Evaluation Metric Using Crowdsourced Perceptual Judgments

In the area of human fixation prediction, dozens of computational salien...
06/27/2018 ∙ by Changqun Xia, et al. ∙ 0 ∙ share

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Image Co-segmentation via Multi-scale Local Shape Transfer

Image co-segmentation is a challenging task in computer vision that aims...
05/15/2018 ∙ by Wei Teng, et al. ∙ 0 ∙ share

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Detecting Comma-shaped Clouds for Severe Weather Forecasting using Shape and Motion

Meteorologists use shapes and movements of clouds in satellite images as...
02/25/2018 ∙ by Xinye Zheng, et al. ∙ 0 ∙ share

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Graph Pattern Matching for Dynamic Team Formation

Finding a list of k teams of experts, referred to as top-k team formatio...
01/03/2018 ∙ by Shuai Ma, et al. ∙ 0 ∙ share

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Aggregated Wasserstein Metric and State Registration for Hidden Markov Models

We propose a framework, named Aggregated Wasserstein, for computing a di...
11/12/2017 ∙ by Yukun Chen, et al. ∙ 0 ∙ share

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Manifold Based Low-rank Regularization for Image Restoration and Semi-supervised Learning

Low-rank structures play important role in recent advances of many probl...
02/09/2017 ∙ by Rongjie Lai, et al. ∙ 0 ∙ share

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Jia Li

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