Search Results for author: Jianbo Wang

Found 4 papers, 2 papers with code

Tackling Data Heterogeneity in Federated Learning via Loss Decomposition

1 code implementation22 Aug 2024 Shuang Zeng, Pengxin Guo, Shuai Wang, Jianbo Wang, Yuyin Zhou, Liangqiong Qu

To mitigate the impact of data heterogeneity on FL performance, we start with analyzing how FL training influence FL performance by decomposing the global loss into three terms: local loss, distribution shift loss and aggregation loss.

Federated Learning Privacy Preserving

Fine-Grained Image Style Transfer with Visual Transformers

1 code implementation11 Oct 2022 Jianbo Wang, Huan Yang, Jianlong Fu, Toshihiko Yamasaki, Baining Guo

Such a design usually destroys the spatial information of the input images and fails to transfer fine-grained style patterns into style transfer results.

Style Transfer

Improving Visual Quality of Image Synthesis by A Token-based Generator with Transformers

no code implementations NeurIPS 2021 Yanhong Zeng, Huan Yang, Hongyang Chao, Jianbo Wang, Jianlong Fu

Given a sequence of style tokens, the TokenGAN is able to control the image synthesis by assigning the styles to the content tokens by attention mechanism with a Transformer.

Image Generation

Image Semantic Transformation: Faster, Lighter and Stronger

no code implementations27 Mar 2018 Dasong Li, Jianbo Wang

We propose Image-Semantic-Transformation-Reconstruction-Circle(ISTRC) model, a novel and powerful method using facenet's Euclidean latent space to understand the images.

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