Yi(Amy) Sui's repositories
PyTorch-StudioGAN
StudioGAN is a Pytorch library providing implementations of representative Generative Adversarial Networks (GANs) for conditional/unconditional image generation.
BERT4doc-Classification
Code and source for paper ``How to Fine-Tune BERT for Text Classification?``
contrastive2021
Implementation for paper "Towards the Generalization of Contrastive Self-Supervised Learning" (https://arxiv.org/abs/2111.00743)
dabs
A Domain-Agnostic Benchmark for Self-Supervised Learning
DuroNet-for-crime-prediction
The source code of the paper "DuroNet: A Dual-Robust Enhanced Spatial-Temporal Learning Network for Urban Crime Prediction"
eat_pytorch_in_20_days
Pytorch🍊🍉 is delicious, just eat it! 😋😋
FedEM
Official code for "Federated Multi-Task Learning under a Mixture of Distributions" (NeurIPS'21)
fedproto
[AAAI'22]FedProto: Federated Prototype Learning across Heterogeneous Clients
latent-diffusion
High-Resolution Image Synthesis with Latent Diffusion Models
LSGM
The Official PyTorch Implementation of "LSGM: Score-based Generative Modeling in Latent Space" (NeurIPS 2021)
luckmatters
Understanding Training Dynamics of Deep ReLU Networks
LVS-geospatial-reasoning
MIE1516 course project
Monocular-Depth-Estimation-Toolbox
Monocular Depth Estimation Toolbox based on MMSegmentation.
residual-flows
code for "Residual Flows for Invertible Generative Modeling".
SelfSupervisedLearning
This repo reproduces results of "Understanding Self-Supervised Learning Dynamics without Contrastive Pairs" paper (https://arxiv.org/pdf/2102.06810.pdf)
simsiam
PyTorch implementation of SimSiam https//arxiv.org/abs/2011.10566
solo-learn
solo-learn: a library of self-supervised methods for visual representation learning powered by Pytorch Lightning
stylegan
StyleGAN - Official TensorFlow Implementation
stylegan3
Official PyTorch implementation of StyleGAN3
Three-Approaches-for-Personalization-with-Applications-to-FederatedLearning
Source code for the experiments in https://arxiv.org/pdf/2002.10619.pdf
TS-TCC
[IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"
two_step_zoo
Codebase accompanying the paper "Diagnosing and Fixing Manifold Overfitting in Deep Generative Models"
vqvae-2
PyTorch implementation of VQ-VAE-2 from "Generating Diverse High-Fidelity Images with VQ-VAE-2"