READ

An official PyTorch implementation of AAAI 2023 paper
"READ: Aggregating Reconstruction Error into Out-of-distribution Detection"

Get Started • Acknowledgements • Citation

Get Started

Overview

This repository is an official PyTorch implementation of AAAI 2023 paper 'READ: Aggregating Reconstruction Error into Out-of-distribution Detection'. The illustration of our algorithm is shown as below:

Requirements

Training

Evaluation

Results

Snapshots

We provide the trained model.

Acknowledgements

Citation

If you find our repository useful for your research, please consider citing our paper:

Name	Name	Last commit message	Last commit date
Latest commit lygjwy Update README.md May 30, 2023 64da355 · May 30, 2023 History 57 Commits
datasets	datasets	add hyper-params tuning	Mar 2, 2022
evaluation	evaluation	clear up the code	Mar 1, 2022
models	models	fix val & add magnitude	Mar 8, 2022
scripts	scripts	fix val & add magnitude	Mar 8, 2022
trainers	trainers	clear up the code	Mar 1, 2022
utils	utils	add heatmap & tune hyper-paramters	Mar 5, 2022
.gitignore	.gitignore	modify igitignore	Feb 18, 2022
LICENSE	LICENSE	init	Feb 16, 2022
README.md	README.md	Update README.md	May 30, 2023
detect_cla.py	detect_cla.py	fix val & add magnitude	Mar 8, 2022
detect_cla_hybrid.py	detect_cla_hybrid.py	fix val & add magnitude	Mar 8, 2022
detect_deconf.py	detect_deconf.py	finish cifar100	Mar 2, 2022
detect_deconf_hybrid.py	detect_deconf_hybrid.py	fix val & add magnitude	Mar 8, 2022
rec_dataset.py	rec_dataset.py	finish cifar100	Mar 2, 2022
rec_err.py	rec_err.py	add heatmap & tune hyper-paramters	Mar 5, 2022
requirements.txt	requirements.txt	init	Feb 16, 2022
test_cla.py	test_cla.py	small change	Mar 1, 2022
test_cla_hybrid.py	test_cla_hybrid.py	finish cifar100	Mar 2, 2022
train_ae.py	train_ae.py	clear up the code	Mar 1, 2022
train_cla.py	train_cla.py	clear up the code	Mar 1, 2022
train_cla_hybrid.py	train_cla_hybrid.py	clear up the code	Mar 1, 2022
train_deconf.py	train_deconf.py	small change	Mar 1, 2022
train_deconf_hybrid.py	train_deconf_hybrid.py	finish cifar100	Mar 2, 2022
val_detect_cla.py	val_detect_cla.py	fix val & add magnitude	Mar 8, 2022
val_detect_deconf.py	val_detect_deconf.py	fix val & add magnitude	Mar 8, 2022

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READ

An official PyTorch implementation of AAAI 2023 paper
"READ: Aggregating Reconstruction Error into Out-of-distribution Detection"

Get Started

Overview

Requirements

Training

Evaluation

Results

Snapshots

Acknowledgements

Citation

About

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lygjwy/READ

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READ

An official PyTorch implementation of AAAI 2023 paper "READ: Aggregating Reconstruction Error into Out-of-distribution Detection"

Get Started

Overview

Requirements

Training

Evaluation

Results

Snapshots

Acknowledgements

Citation

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An official PyTorch implementation of AAAI 2023 paper
"READ: Aggregating Reconstruction Error into Out-of-distribution Detection"

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