Search Results for author: Jian Dong

Found 21 papers, 4 papers with code

Knowledge Soft Integration for Multimodal Recommendation

no code implementations12 May 2023 Kai Ouyang, Chen Tang, Wenhao Zheng, Xiangjin Xie, Xuanji Xiao, Jian Dong, Hai-Tao Zheng, Zhi Wang

To address this issue, we propose using knowledge soft integration to balance the utilization of multimodal features and the curse of knowledge problem it brings about.

Multimodal Recommendation Retrieval

A Deep Behavior Path Matching Network for Click-Through Rate Prediction

no code implementations1 Feb 2023 Jian Dong, Yisong Yu, Yapeng Zhang, Yimin Lv, Shuli Wang, Beihong Jin, Yongkang Wang, Xingxing Wang, Dong Wang

User behaviors on an e-commerce app not only contain different kinds of feedback on items but also sometimes imply the cognitive clue of the user's decision-making.

Click-Through Rate Prediction Contrastive Learning +1

RepGhost: A Hardware-Efficient Ghost Module via Re-parameterization

2 code implementations11 Nov 2022 Chengpeng Chen, Zichao Guo, Haien Zeng, Pengfei Xiong, Jian Dong

Experiments on ImageNet and COCO benchmarks demonstrate that the proposed RepGhostNet is much more effective and efficient than GhostNet and MobileNetV3 on mobile devices.

Image-to-Video Generation via 3D Facial Dynamics

no code implementations31 May 2021 Xiaoguang Tu, Yingtian Zou, Jian Zhao, Wenjie Ai, Jian Dong, Yuan YAO, Zhikang Wang, Guodong Guo, Zhifeng Li, Wei Liu, Jiashi Feng

Video generation from a single face image is an interesting problem and usually tackled by utilizing Generative Adversarial Networks (GANs) to integrate information from the input face image and a sequence of sparse facial landmarks.

Image to Video Generation Video Prediction

A Comprehensive Evaluation Framework for Deep Model Robustness

no code implementations24 Jan 2021 Jun Guo, Wei Bao, Jiakai Wang, Yuqing Ma, Xinghai Gao, Gang Xiao, Aishan Liu, Jian Dong, Xianglong Liu, Wenjun Wu

To mitigate this problem, we establish a model robustness evaluation framework containing 23 comprehensive and rigorous metrics, which consider two key perspectives of adversarial learning (i. e., data and model).

Adversarial Defense

DR 21 South Filament: a Parsec-sized Dense Gas Accretion Flow onto the DR 21 Massive Young Cluster

no code implementations4 Dec 2020 Bo Hu, Keping Qiu, Yue Cao, Junhao Liu, Yuwei Wang, Guangxing Li, Zhiqiang Shen, Juan Li, Junzhi Wang, Bin Li, Jian Dong

DR21 south filament (DR21SF) is a unique component of the giant network of filamentary molecular clouds in the north region of Cygnus X complex.

Astrophysics of Galaxies

A Comprehensive Survey of Machine Learning Applied to Radar Signal Processing

no code implementations29 Sep 2020 Ping Lang, Xiongjun Fu, Marco Martorella, Jian Dong, Rui Qin, Xianpeng Meng, Min Xie

This paper aims at helping researchers and practitioners to better understand the application of ML techniques to RSP-related problems by providing a comprehensive, structured and reasoned literature overview of ML-based RSP techniques.

BIG-bench Machine Learning

Very Long Natural Scenery Image Prediction by Outpainting

1 code implementation ICCV 2019 Zongxin Yang, Jian Dong, Ping Liu, Yi Yang, Shuicheng Yan

The second challenge is how to maintain high quality in generated results, especially for multi-step generations in which generated regions are spatially far away from the initial input.

Image Inpainting Image Outpainting +1

An NLG System for Constituent Correspondence: Personality, Affect, and Alignment

no code implementations WS 2019 William Kolkey, Jian Dong, Greg Bybee

Roughly 30{\%} of congressional staffers in the United States report spending a {``}great deal{''} of time writing responses to constituent letters.

Text Generation

PVRED: A Position-Velocity Recurrent Encoder-Decoder for Human Motion Prediction

1 code implementation15 Jun 2019 Hongsong Wang, Jian Dong, Bin Cheng, Jiashi Feng

We therefore propose a novel Position-Velocity Recurrent Encoder-Decoder (PVRED) for human motion prediction, which makes full use of pose velocities and temporal positional information.

Human motion prediction motion prediction +1

Video Scene Parsing with Predictive Feature Learning

no code implementations ICCV 2017 Xiaojie Jin, Xin Li, Huaxin Xiao, Xiaohui Shen, Zhe Lin, Jimei Yang, Yunpeng Chen, Jian Dong, Luoqi Liu, Zequn Jie, Jiashi Feng, Shuicheng Yan

In this way, the network can effectively learn to capture video dynamics and temporal context, which are critical clues for video scene parsing, without requiring extra manual annotations.

Representation Learning Scene Parsing

Collaborative Layer-wise Discriminative Learning in Deep Neural Networks

no code implementations19 Jul 2016 Xiaojie Jin, Yunpeng Chen, Jian Dong, Jiashi Feng, Shuicheng Yan

In this paper, we propose a layer-wise discriminative learning method to enhance the discriminative capability of a deep network by allowing its layers to work collaboratively for classification.

Classification General Classification +1

Attentive Contexts for Object Detection

no code implementations24 Mar 2016 Jianan Li, Yunchao Wei, Xiaodan Liang, Jian Dong, Tingfa Xu, Jiashi Feng, Shuicheng Yan

We provide preliminary answers to these questions through developing a novel Attention to Context Convolution Neural Network (AC-CNN) based object detection model.

Object object-detection +1

Deep Human Parsing with Active Template Regression

1 code implementation9 Mar 2015 Xiaodan Liang, Si Liu, Xiaohui Shen, Jianchao Yang, Luoqi Liu, Jian Dong, Liang Lin, Shuicheng Yan

The first CNN network is with max-pooling, and designed to predict the template coefficients for each label mask, while the second CNN network is without max-pooling to preserve sensitivity to label mask position and accurately predict the active shape parameters.

Human Parsing Position +1

CNN: Single-label to Multi-label

no code implementations22 Jun 2014 Yunchao Wei, Wei Xia, Junshi Huang, Bingbing Ni, Jian Dong, Yao Zhao, Shuicheng Yan

Convolutional Neural Network (CNN) has demonstrated promising performance in single-label image classification tasks.

Image Classification

Towards Unified Human Parsing and Pose Estimation

no code implementations CVPR 2014 Jian Dong, Qiang Chen, Xiaohui Shen, Jianchao Yang, Shuicheng Yan

We study the problem of human body configuration analysis, more specifically, human parsing and human pose estimation.

Human Parsing Pose Estimation

Subcategory-Aware Object Classification

no code implementations CVPR 2013 Jian Dong, Wei Xia, Qiang Chen, Jianshi Feng, Zhongyang Huang, Shuicheng Yan

In this paper, we introduce a subcategory-aware object classification framework to boost category level object classification performance.

Classification General Classification +1

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