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Zhengyi Shi

3 accepted papers

2026

Beyond Fixed Formulas: Data-Driven Linear Predictor for Efficient Diffusion Models

CVPR 2026

Diffusion Transformers (DiTs) have achieved state-of-the-art image and video generation performance, but sampling remains expensive due to repeated transformer forward passes over many timesteps. Feature caching offers a training-free way to accelerate inference by reusing or forecasting hidden repr

Cited by 0SourcecodeScholar
2022

QS-Attn: Query-Selected Attention for Contrastive Learning in I2I Translation

CVPR 2022poster

Unpaired image-to-image (I2I) translation often requires to maximize the mutual information between the source and the translated images across different domains, which is critical for the generator to keep the source content and prevent it from unnecessary modifications. The self-supervised contras…

Cited by 112PDFcodeScholar
2022

Style Transformer for Image Inversion and Editing

CVPR 2022poster

Existing GAN inversion methods fail to provide codes for reliable reconstruction and flexible editing simultaneously. This paper presents a transformer-based image inversion and editing model for pretrained StyleGAN which is not only with less distortions, but also of high quality and flexibility fo…

Cited by 69PDFcodeScholar