Fast and Light-Weight Network for Single Frame Structured Illumination Microscopy Super-Resolution

no code implementations • 17 Nov 2021 • Xi Cheng, Jun Li, Qiang Dai, ZhenYong Fu, Jian Yang

In our SF-SIM, we propose a noise estimator which can effectively suppress the noise in the image and enable our method to work under the low light and short exposure environment, without the need for stacking multiple frames for non-local denoising.

Denoising Super-Resolution

Contrastive Embedding for Generalized Zero-Shot Learning

3 code implementations • CVPR 2021 • Zongyan Han, ZhenYong Fu, Shuo Chen, Jian Yang

To tackle this issue, we propose to integrate the generation model with the embedding model, yielding a hybrid GZSL framework.

Generalized Zero-Shot Learning

Zero-Shot Object Recognition by Semantic Manifold Distance

no code implementations • CVPR 2015 • Zhenyong Fu, Tao Xiang, Elyor Kodirov, Shaogang Gong

The semantic manifold structure is used to redefine the distance metric in the semantic embedding space for more effective ZSL.

Attribute Object +3

Pairwise Constraint Propagation: A Survey

no code implementations • 19 Feb 2015 • Zhenyong Fu, Zhiwu Lu

As one of the most important types of (weaker) supervised information in machine learning and pattern recognition, pairwise constraint, which specifies whether a pair of data points occur together, has recently received significant attention, especially the problem of pairwise constraint propagation.