Search Results for author: Jianhua Yin

Found 9 papers, 4 papers with code

Data-free Knowledge Distillation for Fine-grained Visual Categorization

1 code implementation ICCV 2023 Renrong Shao, Wei zhang, Jianhua Yin, Jun Wang

Our approach utilizes an adversarial distillation framework with attention generator, mixed high-order attention distillation, and semantic feature contrast learning.

Data-free Knowledge Distillation Fine-Grained Visual Categorization +1

HS-GCN: Hamming Spatial Graph Convolutional Networks for Recommendation

1 code implementation13 Jan 2023 Han Liu, Yinwei Wei, Jianhua Yin, Liqiang Nie

Towards this end, existing methods tend to code users by modeling their Hamming similarities with the items they historically interact with, which are termed as the first-order similarities in this work.

Recommendation Systems

Visual Perturbation-aware Collaborative Learning for Overcoming the Language Prior Problem

no code implementations24 Jul 2022 Yudong Han, Liqiang Nie, Jianhua Yin, Jianlong Wu, Yan Yan

Several studies have recently pointed that existing Visual Question Answering (VQA) models heavily suffer from the language prior problem, which refers to capturing superficial statistical correlations between the question type and the answer whereas ignoring the image contents.

Question Answering Visual Question Answering

Semantic-aware Modular Capsule Routing for Visual Question Answering

no code implementations21 Jul 2022 Yudong Han, Jianhua Yin, Jianlong Wu, Yinwei Wei, Liqiang Nie

Visual Question Answering (VQA) is fundamentally compositional in nature, and many questions are simply answered by decomposing them into modular sub-problems.

Question Answering Visual Question Answering

Polarized deep diffractive neural network for classification, generation, multiplexing and de-multiplexing of orbital angular momentum modes

no code implementations30 Mar 2022 JiaQi Zhang, Zhiyuan Ye, Jianhua Yin, Liying Lang, Shuming Jiao

6 polarized OAM beams with identical total intensity and 8 cylinder vector beams with different topology charges also have been classified effectively.

Review Polarity-wise Recommender

1 code implementation8 Jun 2021 Han Liu, Yangyang Guo, Jianhua Yin, Zan Gao, Liqiang Nie

To be specific, in this model, positive and negative reviews are separately gathered and utilized to model the user-preferred and user-rejected aspects, respectively.

Recommendation Systems

Answer Questions with Right Image Regions: A Visual Attention Regularization Approach

1 code implementation3 Feb 2021 Yibing Liu, Yangyang Guo, Jianhua Yin, Xuemeng Song, Weifeng Liu, Liqiang Nie

However, recent studies have pointed out that the highlighted image regions from the visual attention are often irrelevant to the given question and answer, leading to model confusion for correct visual reasoning.

Question Answering Visual Grounding +2

Attentive Representation Learning with Adversarial Training for Short Text Clustering

no code implementations8 Dec 2019 Wei Zhang, Chao Dong, Jianhua Yin, Jianyong Wang

Relying on this, the representation learning and clustering for short texts are seamlessly integrated into a unified model.

Clustering Information Retrieval +3

A Dirichlet Multinomial Mixture Model-based Approach for Short Text Clustering

no code implementations1 Aug 2014 Jianhua Yin, Jianyong Wang

Short text clustering has become an increasingly important task with the popularity of social media like Twitter, Google+, and Facebook.

Clustering Short Text Clustering

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