Search Results for author: Chenming Li

Found 5 papers, 2 papers with code

Cross Contrasting Feature Perturbation for Domain Generalization

2 code implementations ICCV 2023 Chenming Li, Daoan Zhang, Wenjian Huang, JianGuo Zhang

Domain generalization (DG) aims to learn a robust model from source domains that generalize well on unseen target domains.

Domain Generalization

Aggregation of Disentanglement: Reconsidering Domain Variations in Domain Generalization

no code implementations5 Feb 2023 Daoan Zhang, Mingkai Chen, Chenming Li, Lingyun Huang, JianGuo Zhang

Different from learning domain invariant features from source domains, we decouple the input images into Domain Expert Features and noise.

Contrastive Learning Disentanglement +1

Rethinking Alignment and Uniformity in Unsupervised Image Semantic Segmentation

no code implementations26 Nov 2022 Daoan Zhang, Chenming Li, Haoquan Li, Wenjian Huang, Lingyun Huang, JianGuo Zhang

Experimental results on multiple semantic segmentation benchmarks show that our unsupervised segmentation framework specializes in catching semantic representations, which outperforms all the unpretrained and even several pretrained methods.

Representation Learning Segmentation +2

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