incremental-learning

Here are 232 public repositories matching this topic...

online-ml / river

🌊 Online machine learning in Python

python data-science machine-learning streaming stream-processing online-learning streaming-data concept-drift real-time-processing incremental-learning online-machine-learning online-statistics

Updated May 19, 2025
Python

GMvandeVen / continual-learning

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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 May 17, 2025
Jupyter Notebook

open-edge-platform / training_extensions

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Train, Evaluate, Optimize, Deploy Computer Vision Models via OpenVINO™

machine-learning computer-vision deep-learning pytorch semi-supervised-learning image-classification object-detection transfer-learning image-segmentation quantization action-recognition automl incremental-learning anomaly-detection hyper-parameter-optimization self-supervised-learning openvino neural-networks-compression datumaro

Updated May 21, 2025
Python

JosephKJ / OWOD

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(CVPR 2021 Oral) Open World Object Detection

open-world object-detection cvpr incremental-learning energy-based-model continual-learning detectron2 contrastive-learning cvpr2021

Updated Dec 19, 2022
Python

LAMDA-CL / PyCIL

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PyCIL: A Python Toolbox for Class-Incremental Learning

machine-learning deep-learning reproducible-research pytorch incremental-learning lifelong-learning continual-learning

Updated Apr 19, 2025
Python

Vision-Intelligence-and-Robots-Group / Best-Incremental-Learning

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An Incremental Learning, Continual Learning, and Life-Long Learning Repository

incremental-learning continuous-learning lifelong-learning continual-learning catastrophic-forgetting

Updated May 11, 2024

mmasana / FACIL

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Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.

machine-learning framework deep-learning reproducible-research survey incremental-learning lifelong-learning continual-learning

Updated May 26, 2023
Python

GT-RIPL / Continual-Learning-Benchmark

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Evaluate three types of task shifting with popular continual learning algorithms.

deep-learning artificial-neural-networks incremental-learning continuous-learning lifelong-learning continual-learning

Updated Apr 26, 2021
Python

LAMDA-CL / LAMDA-PILOT

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🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox

machine-learning deep-learning toolkit reproducible-research pytorch incremental-learning lifelong-learning continual-learning pre-trained-models vision-transformer vision-language-model

Updated Apr 19, 2025
Python

Continvvm / continuum

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A clean and simple data loading library for Continual Learning

pytorch dataset dataloader online-learning incremental-learning lifelong-learning continual-learning

Updated Jun 25, 2023
Python

arthurdouillard / incremental_learning.pytorch

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A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).

research deep-learning pytorch incremental-learning lifelong-learning continual-learning

Updated Oct 3, 2023
Python

RaptorMai / online-continual-learning

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A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), SCR(CVPR21-W) and survey (Neurocomputing).

computer-vision deep-learning convolutional-neural-networks incremental-learning lifelong-learning continual-learning catastrophic-forgetting online-continual-learning class-incremental-learning incremental-continual-learning

Updated May 30, 2023
Python

esbmc / esbmc

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The efficient SMT-based context-bounded model checker (ESBMC)

kotlin python c cpp smt-solver k-induction automated-testing incremental-learning bmc solidity-contracts cheri automated-verification cp-solver

Updated May 21, 2025
C

selimfirat / pysad

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Streaming Anomaly Detection Framework in Python (Outlier Detection for Streaming Data)

python machine-learning real-time outliers intrusion-detection outlier-detection anomaly unsupervised-learning streaming-data incremental-learning fraud-detection anomaly-detection

Updated Oct 12, 2023
Python

GMvandeVen / brain-inspired-replay

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A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR-100; PyTorch code).

deep-learning artificial-neural-networks replay incremental-learning variational-autoencoder lifelong-learning distillation brain-inspired continual-learning elastic-weight-consolidation replay-through-feedback split-mnist generative-replay permuted-mnist split-cifar100 internal-replay synaptic-intelligence

Updated Jul 6, 2023
Python

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.