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Jiarun Liu's Projects

cleanlab icon cleanlab

Find label errors in datasets, weak supervision, and learning with noisy labels.

evidentialmix icon evidentialmix

PyTorch implementation for our paper EvidentialMix: Learning with Combined Open-set and Closed-set Noisy Labels

fixmatch icon fixmatch

A simple method to perform semi-supervised learning with limited data.

fixmatch-pytorch icon fixmatch-pytorch

Unofficial Pytorch code for "FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence" in NeurIPS'20. This repo contains reproduced checkpoints.

hi-ml icon hi-ml

HI-ML toolbox for deep learning for medical imaging and Azure integration

jocor icon jocor

CVPR'20: Combating Noisy Labels by Agreement: A Joint Training Method with Co-Regularization

logme icon logme

Code release for "LogME: Practical Assessment of Pre-trained Models for Transfer Learning" (ICML 2021), https://arxiv.org/abs/2102.11005

maskformer icon maskformer

Per-Pixel Classification is Not All You Need for Semantic Segmentation

openmixup icon openmixup

CAIRI Supervised, Semi- and Self-Supervised Visual Representation Learning Toolbox and Benchmark

supcon-framework icon supcon-framework

Implementation of Supervised Contrastive Learning with AMP, EMA, SWA, and many other tricks

supcontrast icon supcontrast

PyTorch implementation of "Supervised Contrastive Learning" (and SimCLR incidentally)

swin-umamba icon swin-umamba

Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining

torchssl icon torchssl

A PyTorch-based library for semi-supervised learning (NeurIPS'21)

trl icon trl

Train transformer language models with reinforcement learning.

vit-cifar icon vit-cifar

PyTorch implementation for Vision Transformer[Dosovitskiy, A.(ICLR'21)] modified to obtain over 90% accuracy FROM SCRATCH on CIFAR-10 with small number of parameters (= 6.3M, originally ViT-B has 86M).

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