Search Results for author: Siyuan Pan

Found 3 papers, 1 papers with code

Augmentation-Aware Self-Supervision for Data-Efficient GAN Training

no code implementations31 May 2022 Liang Hou, Qi Cao, HuaWei Shen, Siyuan Pan, Xiaoshuang Li, Xueqi Cheng

The invariance may degrade the representation learning ability of the discriminator, thereby affecting the generative modeling performance of the generator.

Data Augmentation Representation Learning

Fine-tuning Pruned Networks with Linear Over-parameterization

no code implementations25 Apr 2022 Siyuan Pan, Xiaoshuang Li, Tingyao Li, Liang Hou, KaiBin Qiu, Xiaobing Tu

To address this challenge, we propose a novel method that first linearly over-parameterizes the compact layers in pruned networks to enlarge the number of fine-tuning parameters and then re-parameterizes them to the original layers after fine-tuning.

Knowledge Distillation

Conditional GANs with Auxiliary Discriminative Classifier

2 code implementations21 Jul 2021 Liang Hou, Qi Cao, HuaWei Shen, Siyuan Pan, Xiaoshuang Li, Xueqi Cheng

Specifically, the proposed auxiliary discriminative classifier becomes generator-aware by recognizing the class-labels of the real data and the generated data discriminatively.

Conditional Image Generation

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