Light

waychin-weiqin / comm Goto Github PK

View Code? Open in Web Editor NEW

1.0 1.0 1.0 30 KB

Official Implementation of Enhanced Online Test-time Adaptation with Feature-Weight Cosine Alignment (2024)

License: MIT License

Python 96.10% Shell 3.90%

test-time-adaptation

comm's Introduction

CoMM

This is the official code of the work Enhanced Online Test-time Adaptation with Feature-Weight Cosine Alignment (2024)

How to use:

🖥️ Environment setup

Python 3.8
PyTorch 1.9.0

📦 Dataset

Download datasets from here or using the links below:

🕓 Training

Run bash script/<dataset>.sh for training.
Example:

bash script cifar100.sh

Or you can manually configure the training parameter by:

python -u main.py --model_path <path_to_checkpoint> \
                  --data_path <path_to_dataset> \
                  --source_dataset cifar-100 \
                  --target_dataset cifar-100-c \
                  --lr 0.005 \
                  --tta_batchsize 128 \
                  --severity 5 \
                  --criterion entropy \
                  --network wrn-40x2

⚠️ Make sure the path to the dataset's directory and pre-trained weights are correct in the script.

comm's People

Contributors

Stargazers

Watchers

Forkers

Recommend Projects

React

A declarative, efficient, and flexible JavaScript library for building user interfaces.
Vue.js

🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
Typescript

TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
TensorFlow

An Open Source Machine Learning Framework for Everyone
Django

The Web framework for perfectionists with deadlines.
Laravel

A PHP framework for web artisans
D3

Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

javascript

JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
web

Some thing interesting about web. New door for the world.
server

A server is a program made to process requests and deliver data to clients.
Machine learning

Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Visualization

Some thing interesting about visualization, use data art
Game

Some thing interesting about game, make everyone happy.

Recommend Org

Facebook

We are working to build community through open source technology. NB: members must have two-factor auth.
Microsoft

Open source projects and samples from Microsoft.
Google

Google ❤️ Open Source for everyone.
Alibaba

Alibaba Open Source for everyone
D3

Data-Driven Documents codes.
Tencent

China tencent open source team.