Search Results for author: Wenming Cao

Found 8 papers, 2 papers with code

Chaos to Order: A Label Propagation Perspective on Source-Free Domain Adaptation

no code implementations20 Jan 2023 Chunwei Wu, Guitao Cao, Yan Li, Xidong Xi, Wenming Cao, Hong Wang

Inspired by this insight, we present Chaos to Order (CtO), a novel approach for SFDA that strives to constrain semantic credibility and propagate label information among target subpopulations.

Clustering Source-Free Domain Adaptation

Self-Supervised Prime-Dual Networks for Few-Shot Image Classification

no code implementations29 Sep 2021 Wenming Cao, Qifan Liu, Guang Liu, Zhihai He

We construct a prime-dual network structure for few-shot learning which establishes a commutative relationship between the support set and the query set, as well as a new self- supervision constraint for highly effective few-shot learning.

Few-Shot Image Classification Few-Shot Learning

Invariance-Guided Feature Evolution for Few-Shot Learning

no code implementations29 Sep 2021 Wenming Cao, Zhineng Zhao, Qifan Liu, Zhihai He

Few-shot learning (FSL) aims to characterize the inherent visual relationship between support and query samples which can be well generalized to unseen classes so that we can accurately infer the labels of query samples from very few support samples.

domain classification Few-Shot Learning +1

Dual-Attention Enhanced BDense-UNet for Liver Lesion Segmentation

no code implementations24 Jul 2021 Wenming Cao, Philip L. H. Yu, Gilbert C. S. Lui, Keith W. H. Chiu, Ho-Ming Cheng, Yanwen Fang, Man-Fung Yuen, Wai-Kay Seto

In this work, we propose a new segmentation network by integrating DenseUNet and bidirectional LSTM together with attention mechanism, termed as DA-BDense-UNet.

Lesion Segmentation Segmentation

Spatial Assembly Networks for Image Representation Learning

no code implementations CVPR 2021 Yang Li, Shichao Kan, Jianhe Yuan, Wenming Cao, Zhihai He

It has been long recognized that deep neural networks are sensitive to changes in spatial configurations or scene structures.

Image Classification Image Retrieval +3

Inner-Imaging Networks: Put Lenses into Convolutional Structure

1 code implementation22 Apr 2019 Yang Hu, Guihua Wen, Mingnan Luo, Dan Dai, Wenming Cao, Zhiwen Yu, Wendy Hall

To deal with these problems, a novel Inner-Imaging architecture is proposed in this paper, which allows relationships between channels to meet the above requirement.

Metabolize Neural Network

no code implementations4 Sep 2018 Dan Dai, Zhiwen Yu, Yang Hu, Wenming Cao, Mingnan Luo

It is self-evident that the significance of metabolize neuronal network(MetaNet) in model construction.

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