Search Results for author: Xin Lin

Found 13 papers, 5 papers with code

RU-Net: Regularized Unrolling Network for Scene Graph Generation

no code implementations3 May 2022 Xin Lin, Changxing Ding, Jing Zhang, Yibing Zhan, DaCheng Tao

Scene graph generation (SGG) aims to detect objects and predict the relationships between each pair of objects.

Denoising Graph Generation +1

HL-Net: Heterophily Learning Network for Scene Graph Generation

no code implementations3 May 2022 Xin Lin, Changxing Ding, Yibing Zhan, Zijian Li, DaCheng Tao

Despite their effectiveness, however, current SGG methods only assume scene graph homophily while ignoring heterophily.

Graph Classification Graph Generation +2

Harmonizing Pathological and Normal Pixels for Pseudo-healthy Synthesis

1 code implementation29 Mar 2022 Yunlong Zhang, Xin Lin, Yihong Zhuang, LiyanSun, Yue Huang, Xinghao Ding, Guisheng Wang, Lin Yang, Yizhou Yu

Comprehensive experiments on the T2 modality of BraTS demonstrate that the proposed method substantially outperforms the state-of-the-art methods.

Image Enhancement Medical Image Segmentation +1

Shifting More Attention to Visual Backbone: Query-modulated Refinement Networks for End-to-End Visual Grounding

1 code implementation29 Mar 2022 Jiabo Ye, Junfeng Tian, Ming Yan, Xiaoshan Yang, Xuwu Wang, Ji Zhang, Liang He, Xin Lin

Moreover, since the backbones are query-agnostic, it is difficult to completely avoid the inconsistency issue by training the visual backbone end-to-end in the visual grounding framework.

Visual Grounding

A Novel Architecture Slimming Method for Network Pruning and Knowledge Distillation

no code implementations21 Feb 2022 Dongqi Wang, Shengyu Zhang, Zhipeng Di, Xin Lin, Weihua Zhou, Fei Wu

A common problem in both pruning and distillation is to determine compressed architecture, i. e., the exact number of filters per layer and layer configuration, in order to preserve most of the original model capacity.

Knowledge Distillation Model Compression +1

Inferring Substitutable and Complementary Products with Knowledge-Aware Path Reasoning based on Dynamic Policy Network

no code implementations7 Oct 2021 Zijing Yang, Jiabo Ye, LinLin Wang, Xin Lin, Liang He

To achieve this, existing approaches take advantage of the knowledge graphs to learn more evidences for inference, whereas they often suffer from invalid reasoning for lack of elegant decision making strategies.

Decision Making Knowledge Graphs +1

GPS-Net: Graph Property Sensing Network for Scene Graph Generation

1 code implementation CVPR 2020 Xin Lin, Changxing Ding, Jinquan Zeng, DaCheng Tao

There are three key properties of scene graph that have been underexplored in recent works: namely, the edge direction information, the difference in priority between nodes, and the long-tailed distribution of relationships.

Graph Generation Scene Graph Generation

Empowering A* Search Algorithms with Neural Networks for Personalized Route Recommendation

no code implementations19 Jul 2019 Jingyuan Wang, Ning Wu, Wayne Xin Zhao, Fanzhang Peng, Xin Lin

To address these issues, we propose using neural networks to automatically learn the cost functions of a classic heuristic algorithm, namely A* algorithm, for the PRR task.

Graph Attention

Long Short-Term Attention

no code implementations30 Oct 2018 Guoqiang Zhong, Xin Lin, Kang Chen, Qingyang Li, Kai-Zhu Huang

Attention is an important cognition process of humans, which helps humans concentrate on critical information during their perception and learning.

Style Transfer for Anime Sketches with Enhanced Residual U-net and Auxiliary Classifier GAN

2 code implementations11 Jun 2017 Lvmin Zhang, Yi Ji, Xin Lin

Recently, with the revolutionary neural style transferring methods, creditable paintings can be synthesized automatically from content images and style images.

Colorization Style Transfer

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