Instance-Dependent Partial Label Learning

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Deep Learningvalen
Overview

Instance-Dependent Partial Label Learning

Installation


pip install -r requirements.txt

Run the Demo


benchmark-random

mnist

python -u main.py --gpu 0 --bs 256 --partial_type random --dt benchmark --ds mnist --gamma 10 --beta 0.1

kmnist

python -u main.py --gpu 0 --bs 256 --partial_type random --dt benchmark --ds kmnist --gamma 10 --beta 0.1

fmnist

python -u main.py --gpu 0 --bs 256 --partial_type random --dt benchmark --ds fmnist --gamma 10 --beta 0.1

cifar10

python -u main.py --gpu 0 --bs 256 --partial_type random --dt benchmark --ds cifar10 --lr 5e-2 --wd 1e-3 --gamma 10 --beta 0.1

benchmark-instance

mnist

python -u main.py --gpu 0 --bs 256 --partial_type feature --dt benchmark --ds mnist --warm_up 10 --gamma 5 --beta 0.1

kmnist

python -u main.py --gpu 0 --bs 256 --partial_type feature --dt benchmark --ds kmnist --warm_up 10 --gamma 5 --beta 0.1

fmnist

python -u main.py --gpu 0 --bs 256 --partial_type feature --dt benchmark --ds fmnist --warm_up 10 --gamma 5 --beta 0.1

cifar10

python -u main.py --gpu 0 --bs 256 --partial_type feature --dt benchmark --ds cifar10 --lr 5e-2 --wd 1e-3 --warm_up 10 --gamma 10 --beta 0.1 --correct 0.2

realword

lost

python -u main.py --gpu 0 --bs 100 --dt realworld --ds lost --gamma 20 --beta 0.01

MSRCv2

python -u main.py --gpu 0 --bs 100 --dt realworld --ds MSRCv2 --gamma 20 --beta 0.01

BirdSong

python -u main.py --gpu 0 --bs 100 --dt realworld --ds birdac --gamma 20 --beta 0.01

Soccer Player

python -u main.py --gpu 0 --dt realworld --ds spd --gamma 20 --beta 0.01 --correct 0.2

LYN

python -u main.py --gpu 0 --dt realworld --ds LYN --gamma 20 --beta 0.01 --correct 0.2

Data


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