incremental-learning

There are 22 repositories under incremental-learning topic.

river
online-ml / river
🌊 Online machine learning in Python
incremental-learning machine-learning python online-learning online-statistics data-science streaming online-machine-learning streaming-data concept-drift real-time-processing stream-processing
Language:Python 4768
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 continual-learning lifelong-learning incremental-learning replay distillation generative-models variational-autoencoder elastic-weight-consolidation replay-through-feedback icarl gradient-episodic-memory task-incremental-learning class-incremental-learning domain-incremental-learning
Language:Jupyter Notebook 1446
openvinotoolkit / training_extensions
Train, Evaluate, Optimize, Deploy Computer Vision Models via OpenVINO™
openvino computer-vision deep-learning pytorch neural-networks-compression quantization hyper-parameter-optimization image-classification image-segmentation object-detection self-supervised-learning semi-supervised-learning transfer-learning action-recognition anomaly-detection datumaro automl machine-learning incremental-learning
Language:Python 1119
JosephKJ / OWOD
(CVPR 2021 Oral) Open World Object Detection
open-world object-detection contrastive-learning energy-based-model detectron2 incremental-learning continual-learning cvpr2021 cvpr
Language:Python 1007
G-U-N / PyCIL
PyCIL: A Python Toolbox for Class-Incremental Learning
incremental-learning lifelong-learning continual-learning machine-learning reproducible-research deep-learning pytorch
Language:Python 687
GT-RIPL / Continual-Learning-Benchmark
Evaluate three types of task shifting with popular continual learning algorithms.
continual-learning continuous-learning lifelong-learning incremental-learning deep-learning artificial-neural-networks
Language:Python 499
mmasana / FACIL
Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.
framework deep-learning machine-learning reproducible-research incremental-learning continual-learning lifelong-learning survey
Language:Python 496
Vision-Intelligence-and-Robots-Group / Best-Incremental-Learning
An Incremental Learning, Continual Learning, and Life-Long Learning Repository
incremental-learning continual-learning continuous-learning lifelong-learning catastrophic-forgetting
492
Continvvm / continuum
A clean and simple data loading library for Continual Learning
continual-learning lifelong-learning incremental-learning online-learning pytorch dataloader dataset
Language:Python 399
arthurdouillard / incremental_learning.pytorch
A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).
incremental-learning lifelong-learning continual-learning deep-learning pytorch research
Language:Python 367
RaptorMai / online-continual-learning
A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), SCR(CVPR21-W) and an online continual learning survey (Neurocomputing).
continual-learning computer-vision deep-learning convolutional-neural-networks lifelong-learning incremental-learning catastrophic-forgetting online-continual-learning incremental-continual-learning class-incremental-learning
Language:Python 354
esbmc / esbmc
The efficient SMT-based context-bounded model checker (ESBMC)
c cpp solidity-contracts bmc incremental-learning k-induction smt-solver kotlin automated-testing automated-verification cp-solver python cheri
Language:C 248
selimfirat / pysad
Streaming Anomaly Detection Framework in Python (Outlier Detection for Streaming Data)
anomaly-detection outlier-detection incremental-learning streaming-data anomaly python machine-learning outliers unsupervised-learning real-time intrusion-detection fraud-detection
Language:Python 219
GMvandeVen / brain-inspired-replay
A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR-100; PyTorch code).
continual-learning lifelong-learning incremental-learning generative-replay brain-inspired deep-learning artificial-neural-networks split-mnist permuted-mnist split-cifar100 internal-replay replay-through-feedback replay synaptic-intelligence elastic-weight-consolidation variational-autoencoder distillation
Language:Python 216
sun-hailong / LAMDA-PILOT
🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox
machine-learning continual-learning deep-learning incremental-learning pre-trained-models vision-language-model vision-transformer reproducible-research lifelong-learning pytorch toolkit
Language:Python 211
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.
continual-learning tpami defy-forgetting classification-tasks deep-learning neural-networks framework hyperparameter-tuning inaturalist tinyimagenet icarl synaptic-intelligence gradient-episodic-memory packnet hat memory-aware-synapses elastic-weight-consolidation incremental-learning incremental-moment-matching
Language:Python 187
JH-LEE-KR / l2p-pytorch
PyTorch Implementation of Learning to Prompt (L2P) for Continual Learning @ CVPR22
continual-learning deep-learning incremental-learning pytorch-implemention
Language:Python 155
outbrain / fwumious_wabbit
Fwumious Wabbit, fast on-line machine learning toolkit written in Rust
rust factorization-machines logistic-regression online-learning machine-learning incremental-learning data-stream-mining deep-learning
Language:Rust 127
alipsgh / tornado
The Tornado :tornado: framework, designed and implemented for adaptive online learning and data stream mining in Python.
data-stream adaptive-learning online-learning concept-drift drift-detection incremental-learning adwin ddm fhddm mddm eddm hddm
Language:Python 126
MBKraus / incremental_training
Repo that relates to the Medium blog 'Keeping your ML model in shape with Kafka, Airflow' and MLFlow'
airflow data-science docker docker-compose incremental-learning kafka keras mlflow
Language:Python 119
ThyrixYang / awesome-artificial-intelligence-research
A curated list of Artificial Intelligence (AI) Research, tracks the cutting edge trending of AI research, including recommender systems, computer vision, machine learning, etc.
artificial-intelligence automl awesome-list computer-vision deep-learning detection domain-adaptation generative-adversarial-network graph-neural-networks incremental-learning interpretability machine-learning meta-learning natural-language-processing paper recognition reinforcement-learning reinforcement-learning-resources self-supervised-learning transfer-learning
113
JosephKJ / iOD
(TPAMI 2021) iOD: Incremental Object Detection via Meta-Learning
incremental-learning object-detection continual-learning meta-learning detectron2 pami-2021 tpami
Language:Python 109
shivamsaboo17 / Overcoming-Catastrophic-forgetting-in-Neural-Networks
Elastic weight consolidation technique for incremental learning.
deepmind elastic-weight-consolidation incremental-learning neural-network
Language:Jupyter Notebook 108
khurramjaved96 / incremental-learning
Pytorch implementation of ACCV18 paper "Revisiting Distillation and Incremental Classifier Learning."
machine-learning convolutional-neural-networks pytorch incremental-learning distillation paper-implementations
Language:Python 106
Impression2805 / CVPR21_PASS
PyTorch implementation of our CVPR2021 (oral) paper "Prototype Augmentation and Self-Supervision for Incremental Learning"
continual-learning incremental-learning lifelong-learning self-supervised-learning
Language:Python 96
online-ml / deep-river
data-science deep-learning incremental-learning machine-learning neural-network online-deep-learning online-learning outlier-detection pytorch stream
Language:Python 96
Fengrui-Liu / StreamAD
Online anomaly detection for data streams/ Real-time anomaly detection for time series data.
streaming python anomaly-detection online-learning incremental-learning data-streams outlier-detection real-time-detection time-series data-stream-processing machine-learning timeseries
Language:Python 94
minimalparts / nonce2vec
Incremental learning of word embeddings with context informativeness.
distributional-semantics word2vec gensim-word2vec learning-algorithm incremental-learning tiny-data
Language:Python 94
zhoudw-zdw / RevisitingCIL
The code repository for "Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need" in PyTorch.
catastrophic-forgetting class-incremental-learning continual-learning incremental-learning lifelong-learning
Language:Python 90
conditionWang / FCIL
This is the formal code implementation of the CVPR 2022 paper 'Federated Class Incremental Learning'.
federated-learning incremental-learning continual-learning cvpr2022
Language:Python 89
TiddlyMemo
oflg / TiddlyMemo
TiddlyMemo uses advanced Incremental Learning concepts to make it your powerful second brain for acquiring lifelong knowledge.
tiddlywiki tiddlywiki5 anki supermemo lingq incremental-learning incremental-reading tiddlywiki-plugin flashcards
83
JH-LEE-KR / dualprompt-pytorch
PyTorch Implementation of DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ ECCV22
continual-learning deep-learning incremental-learning pytorch-implmention
Language:Python 81
G-U-N / a-PyTorch-Tutorial-to-Class-Incremental-Learning
a PyTorch Tutorial to Class-Incremental Learning | a Distributed Training Template of CIL with core code less than 100 lines.
class-incremental-learning distributed-training pytorch pytorch-tutorial resnet tutorial cifar100 computer-vision continual-learning incremental-learning
Language:Python 78
Pervasive-AI-Lab / cvpr_clvision_challenge
CVPR 2020 Continual Learning Challenge - Submit your CL algorithm today!
challenge computer-vision continual-learning core50 cvpr2020 deep-learning incremental-learning lifelong-learning machine-learning
Language:Python 60
wangfin / SSLDPCA-IL-FaultDetection
Semi-Supervised Density Peak Clustering Algorithm, Incremental Learning, Fault Detection（基于半监督密度聚类+增量学习的故障诊断）
density-based-clustering fault-detection incremental-learning semi-supervised-learning
Language:Python 58
LTTM / IL-SemSegm
Code for the paper "Incremental Learning Techniques for Semantic Segmentation", Michieli U. and Zanuttigh P., ICCVW, 2019
incremental-learning semantic-segmentation catastrophic-forgetting knowledge-distillation
Language:Python 57

incremental-learning

online-ml / river

GMvandeVen / continual-learning

openvinotoolkit / training_extensions

JosephKJ / OWOD

G-U-N / PyCIL

GT-RIPL / Continual-Learning-Benchmark

mmasana / FACIL

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

Continvvm / continuum

arthurdouillard / incremental_learning.pytorch

RaptorMai / online-continual-learning

esbmc / esbmc

selimfirat / pysad

GMvandeVen / brain-inspired-replay

sun-hailong / LAMDA-PILOT

Mattdl / CLsurvey

JH-LEE-KR / l2p-pytorch

outbrain / fwumious_wabbit

alipsgh / tornado

MBKraus / incremental_training

ThyrixYang / awesome-artificial-intelligence-research

JosephKJ / iOD

shivamsaboo17 / Overcoming-Catastrophic-forgetting-in-Neural-Networks

khurramjaved96 / incremental-learning

Impression2805 / CVPR21_PASS

online-ml / deep-river

Fengrui-Liu / StreamAD

minimalparts / nonce2vec

zhoudw-zdw / RevisitingCIL

conditionWang / FCIL

oflg / TiddlyMemo

JH-LEE-KR / dualprompt-pytorch

G-U-N / a-PyTorch-Tutorial-to-Class-Incremental-Learning

Pervasive-AI-Lab / cvpr_clvision_challenge

wangfin / SSLDPCA-IL-FaultDetection

LTTM / IL-SemSegm