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PyTorch Implementation of iCaRL

A PyTorch Implementation of iCaRL: Incremental Classifier and Representation Learning.

requirement

python3.6

Pytorch1.3.0 linux

numpy

PIL

Properties

model

  • alexnet
  • resnet for ResNet18

dataset

  • cifar100 for 10 tasks
  • cifar10 for 5 tasks

run

sh run.sh
nohup python3 main.py --dataset CIFAR100 --model alexnet --gpu_id 0 &> alexnet_cifar100.txt &
nohup python3 main.py --dataset CIFAR10 --model alexnet --gpu_id 1 &> alexnet_cifar10.txt &
nohup python3 main.py --dataset CIFAR100 --model resnet --gpu_id 2 &> resnet_cifar100.txt &
nohup python3 main.py --dataset CIFAR10 --model resnet --gpu_id 1 &> resnet_cifar10.txt &

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