Search Results for author: William Gao

Found 5 papers, 1 papers with code

Residual Connections Harm Self-Supervised Abstract Feature Learning

no code implementations16 Apr 2024 Xiao Zhang, Ruoxi Jiang, William Gao, Rebecca Willett, Michael Maire

We demonstrate that adding a weighting factor to decay the strength of identity shortcuts within residual networks substantially improves semantic feature learning in the state-of-the-art self-supervised masked autoencoding (MAE) paradigm.

Efficient Denoising using Score Embedding in Score-based Diffusion Models

no code implementations10 Apr 2024 Andrew S. Na, William Gao, Justin W. L. Wan

Our method allows us to decrease the number of epochs needed to train the diffusion model.

Denoising

Designing a Deep Learning-Driven Resource-Efficient Diagnostic System for Metastatic Breast Cancer: Reducing Long Delays of Clinical Diagnosis and Improving Patient Survival in Developing Countries

no code implementations4 Aug 2023 William Gao, Dayong Wang, Yi Huang

This research provides an innovative technological solution to address the long delays in metastatic breast cancer diagnosis and the consequent disparity in patient survival outcome in developing countries.

Computational Efficiency

TextDeformer: Geometry Manipulation using Text Guidance

1 code implementation26 Apr 2023 William Gao, Noam Aigerman, Thibault Groueix, Vladimir G. Kim, Rana Hanocka

Our key observation is that Jacobians are a representation that favors smoother, large deformations, leading to a global relation between vertices and pixels, and avoiding localized noisy gradients.

TetGAN: A Convolutional Neural Network for Tetrahedral Mesh Generation

no code implementations11 Oct 2022 William Gao, April Wang, Gal Metzer, Raymond A. Yeh, Rana Hanocka

We present TetGAN, a convolutional neural network designed to generate tetrahedral meshes.

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