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icarl

Here are 13 public repositories matching this topic...

GMvandeVen / continual-learning

PyTorch implementation of various methods for continual learning (XdG, EWC, SI, LwF, FROMP, DGR, BI-R, ER, A-GEM, iCaRL, Generative Classifier) in three different scenarios.

deep-learning artificial-neural-networks replay incremental-learning variational-autoencoder generative-models lifelong-learning distillation continual-learning elastic-weight-consolidation replay-through-feedback icarl gradient-episodic-memory class-incremental-learning task-incremental-learning domain-incremental-learning

Updated Mar 21, 2024
Jupyter Notebook

ContinualAI / continual-learning-baselines

Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.

gem assessment literature experiments reproduction ewc lifelong-learning baselines continual-learning elastic-weight-consolidation lwf icarl synaptic-intelligence agem gdumb

Updated Feb 20, 2024
Python

Mattdl / CLsurvey

Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase of "A continual learning survey: Defying forgetting in classification tasks." in IEEE TPAMI.

framework deep-learning neural-networks hat hyperparameter-tuning incremental-learning inaturalist continual-learning elastic-weight-consolidation icarl tinyimagenet tpami classification-tasks gradient-episodic-memory synaptic-intelligence defy-forgetting packnet memory-aware-synapses incremental-moment-matching

Updated Jun 3, 2021
Python

manumacc / incremental-learning-image-classification

Replication of existing baselines that address incremental learning issues and definition of new approaches to overcome existing limitations

machine-learning deep-learning polito pytorch resnet convolutional-neural-networks incremental-learning icarl

Updated Aug 2, 2020
Jupyter Notebook

lrzpellegrini / icarl-pytorch

A working PyTorch implementation of the iCaRL algorithm (for Cifar100 experiments)

learning avalanche cifar cifar100 continual icarl

Updated Apr 20, 2021
Python

luciainnocenti / Incremental-learning

The main goal of this project is to implement a neural network capable of learning different tasks without forgetting the ones it has learned before.

deep-learning incremental-learning pytorch-cnn icarl

Updated Apr 25, 2021
Jupyter Notebook

Alessio-Siciliano / Incremental-Learning-iCarl

python pytorch incremental-learning nca cifar100 fine-tuning lwf icarl

Updated Apr 25, 2021
Python

danielegenta / Progetto-MLDL

Implementation of iCaRL

cnn incremental-learning icarl

Updated Oct 10, 2020
Jupyter Notebook

3neutronstar / CIL-Zoo

Class Incremental Learning (iCaRL, EEIL, BiC) reproduce github repository.

pytorch classification bic incremental-learning lifelong-learning continual-learning icarl class-incremental-learning eeil

Updated Aug 17, 2022
Python

rojinakashefi / LwF-iCaRL-Incremental-Learning

A repository consists of incremental learning algorithm such as LwF and iCaRL on CIFAR100 dataset on ResNet architecture.

pytorch resnet fine-tune lwf icarl

Updated May 27, 2023
Jupyter Notebook

armando-larocca / Project-IL-

Incremental learning

incremental-learning icarl

Updated Nov 25, 2022
Jupyter Notebook

irenebenedetto / incremental-learning-study

Implementation of several variations of the iCaRL incremental learning algorithm in PyTorch.

computer-vision deep-learning neural-network incremental-learning cifar100 distillation icarl

Updated Sep 17, 2020
Python

francescomontagna / incremental-learning-image-classification

Reproduction of existing baselines that address incremental learning issues and definition of new approaches to overcome existing limitations

machine-learning deep-learning pytorch convolutional-neural-networks incremental-learning icarl

Updated Aug 3, 2020
Jupyter Notebook

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