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Projects in Awesome Lists tagged with incremental-learning

A curated list of projects in awesome lists tagged with incremental-learning .

https://github.com/mmasana/facil

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

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

Last synced: 03 Oct 2025

https://github.com/mmasana/FACIL

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

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

Last synced: 08 May 2025

https://github.com/gt-ripl/continual-learning-benchmark

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

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

Last synced: 05 Apr 2025

https://github.com/GT-RIPL/Continual-Learning-Benchmark

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

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

Last synced: 06 May 2025

https://github.com/Continvvm/continuum

A clean and simple data loading library for Continual Learning

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

Last synced: 08 May 2025

https://github.com/continvvm/continuum

A clean and simple data loading library for Continual Learning

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

Last synced: 12 Apr 2025

https://github.com/arthurdouillard/incremental_learning.pytorch

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

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

Last synced: 05 Apr 2025

https://github.com/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).

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

Last synced: 08 May 2025

https://github.com/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.

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

Last synced: 08 May 2025

https://github.com/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.

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

Last synced: 20 Aug 2025

https://github.com/alipsgh/tornado

The Tornado :tornado: framework, designed and implemented for adaptive online learning and data stream mining in Python.

adaptive-learning adwin concept-drift data-stream ddm drift-detection eddm fhddm hddm incremental-learning mddm online-learning

Last synced: 02 Apr 2025

https://github.com/josephkj/iod

(TPAMI 2021) iOD: Incremental Object Detection via Meta-Learning

continual-learning detectron2 incremental-learning meta-learning object-detection pami-2021 tpami

Last synced: 26 Mar 2025

https://github.com/khurramjaved96/incremental-learning

Pytorch implementation of ACCV18 paper "Revisiting Distillation and Incremental Classifier Learning."

convolutional-neural-networks distillation incremental-learning machine-learning paper-implementations pytorch

Last synced: 08 May 2025

https://github.com/minimalparts/nonce2vec

Incremental learning of word embeddings with context informativeness.

distributional-semantics gensim-word2vec incremental-learning learning-algorithm tiny-data word2vec

Last synced: 18 Jan 2026

https://github.com/oflg/tiddlymemo

TiddlyMemo uses advanced Incremental Learning concepts to make it your powerful second brain for acquiring lifelong knowledge.

anki flashcards incremental-learning incremental-reading lingq supermemo tiddlywiki tiddlywiki-plugin tiddlywiki5

Last synced: 27 Sep 2025

https://github.com/oflg/tidme

Tidme uses advanced Incremental Learning concepts to make it your powerful second brain for acquiring lifelong knowledge.

anki flashcards incremental-learning incremental-reading lingq memory spaced-repetition srs supermemo tiddlywiki tiddlywiki-editon tiddlywiki-plugin tiddlywiki5

Last synced: 27 Oct 2025

https://github.com/OatmealLiu/class-iNCD

PyTorch implementation for the paper Class-incremental Novel Class Discovery (ECCV 2022)

clustering incremental-learning novel-class-discovery open-world-semi-supervised-learning self-supervised-learning semi-supervised-learning

Last synced: 08 May 2025

https://github.com/wannabeog/mas-pytorch

A PyTorch implementation of the ECCV 2018 publication "Memory Aware Synapses: Learning what (not) to forget"

catastrophic-forgetting eccv-2018 incremental-learning lifelong-learning pytorch

Last synced: 11 Apr 2025

https://github.com/josephkj/eli

(CVPR 2022) Energy-based Latent Aligner for Incremental Learning

continual-learning cvpr cvpr2022 ebm energy-based-model incremental-learning latent-aligning pytorch

Last synced: 26 Mar 2025

https://github.com/JosephKJ/ELI

(CVPR 2022) Energy-based Latent Aligner for Incremental Learning

continual-learning cvpr cvpr2022 ebm energy-based-model incremental-learning latent-aligning pytorch

Last synced: 08 May 2025

https://github.com/ShipengWang/Adam-NSCL

PyTorch implementation of our Adam-NSCL algorithm from our CVPR2021 (oral) paper "Training Networks in Null Space for Continual Learning"

continual-learning incremental-learning lifelong-learning

Last synced: 08 May 2025

https://github.com/bharathsudharsan/ml-mcu

Code for IoT Journal paper 'ML-MCU: A Framework to Train ML Classifiers on MCU-based IoT Edge Devices'

armcortexm0 armcortexm4 classifier-training edge-computing gradient-descent incremental-learning machine-learning microcontroller online-learning optimization sgd-optimizer tinyml

Last synced: 23 Apr 2025

https://github.com/josephkj/merlin

(NeurIPS 2020) Meta-Consolidation for Continual Learning

continual-learning incremental-learning meta-learning neurips neurips-2020

Last synced: 26 Mar 2025

https://github.com/garethjns/incrementaltrees

Adds partial fit method to sklearn's forest estimators to allow incremental training without being limited to a linear model. Works with Dask-ml's Incremental.

dask-ml incremental-learning random-forest sklearn

Last synced: 19 Aug 2025

https://github.com/yujun-shi/cwd

Official Implementation of CVPR 2022 paper: "Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental Learning"

cvpr2022 incremental-learning

Last synced: 21 Aug 2025

https://github.com/Yujun-Shi/CwD

Official Implementation of CVPR 2022 paper: "Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental Learning"

cvpr2022 incremental-learning

Last synced: 08 May 2025

https://github.com/tlesort/continual_learning_data_former

A pytorch compatible data loader to create sequence of tasks for Continual Learning

continual-learning continualai deep-learning incremental-learning lifelong-learning machine-learning

Last synced: 21 Mar 2025

https://github.com/feyzaakyurek/subspace-reg

Code for the ICLR2022 paper on Subspace Regularization for few-shot class incremental image classification

class-incremental-learning computer-vision continual-learning few-shot-learning image-classification incremental-learning machine-learning subspace-learning

Last synced: 18 Apr 2025

https://github.com/srvCodes/continual_learning_with_vit

Code for our CVPR 2022 workshop paper "Towards Exemplar-Free Continual Learning in Vision Transformers"

computer-vision continual-learning cvpr2022 incremental-learning transformers vision-transformer

Last synced: 08 May 2025

https://github.com/wangkai930418/hcv_iirc

code for our BMVC 2021 paper "HCV: Hierarchy-Consistency Verification for Incremental Implicitly-Refined Classification"

bmvc continual-learning incremental-learning

Last synced: 13 Apr 2025

https://github.com/ashok-arjun/cscct

Official Implementation of the ECCV 2022 Paper "Class-Incremental Learning with Cross-Space Clustering and Controlled Transfer"

class-incremental-learning computer-vision continual-learning deep-learning eccv eccv2022 incremental-learning pytorch

Last synced: 28 Jul 2025

https://github.com/jonasfrey96/asl

My Master Thesis at the ASL supervised by Hermann Blum, Francesco Milano and Dr. Cadena Cesar

continual-learning incremental-learning semantic-segmentation-network

Last synced: 05 Sep 2025

https://github.com/wangkai930418/dwopp_code

code for our BMVC 2022 paper "Positive Pair Distillation Considered Harmful: Continual Meta Metric Learning for Lifelong Object Re-Identification"

bmvc continual-learning incremental-learning knowledge-distillation meta-learning meta-metric-learning metric-learning object-reid person-reid

Last synced: 25 Aug 2025

https://github.com/bharathsudharsan/optimized-one-vs-one-algorithm

Code for AAAI poster 'Training up to 50 Class ML Models on 3 $ IoT Hardware via Optimizing One-vs-One Algorithm'

arduino classifier-training esp32 esp8266 incremental-learning microcontroller node-mcu one-vs-one online-learning optimization-algorithms tinyml

Last synced: 22 Jul 2025

https://github.com/sylwekczmil/sevq

Simple Evolving Vector Quantization

incremental-learning machine-learning python

Last synced: 18 Jan 2026

https://github.com/wangkai930418/erd

code for our paper "Incremental Meta-Learning via Episodic Replay Distillation for Few-Shot Image Recognition" in CVPR 2022 3rd CLVISION continual learning workshop

continual-learning few-shot-learning incremental-learning knowledge-distillation meta-learning

Last synced: 02 Jul 2025

https://github.com/mmasana/class-orderings

Code from "On Class Orderings for Incremental Learning", CL-ICML 2020

class-order continual-learning deep-learning incremental-learning machine-learning reproducible-research

Last synced: 27 Mar 2025

https://github.com/dlr-rm/recall

Code and image database for IROS2022 paper "RECALL: Rehearsal-free Continual Learning for Object Classification". A algorithm to learn new object categories on the fly without forgetting the old ones and without the need to save previous images.

computer-vision continual-learning dataset deep-learning household-objects-classification incremental-learning object-classification online-learning python rehearsal-free tensorflow

Last synced: 15 May 2026

https://github.com/emanuele-progr/Data-Incremental-Learning

A python framework for dealing and experimenting with image classification in a data-incremental scenario.

cifar100 cnn-classification continual-learning dcnn-architectures incremental-learning machine-learning mnist pytorch tinyimagenet torchvision

Last synced: 08 May 2025

https://github.com/tassa-yoniso-manasi-karoto/irgen

Incremental reading card generator for Anki supporting Wikipedia & local HTML files

anki flashcards incremental-learning incremental-reading learning reading wikipedia

Last synced: 28 Jan 2026

https://github.com/soroush-04/incrementalsvm-road-accident-prediction

Enhance SVM and incremental SVM machine learning models for road accident severity prediction

incremental-learning machine-learning python scikit-learn svm

Last synced: 09 Apr 2026

https://github.com/euyis1019/Decoupling-Continual-Semantic-Segmentation

Official implementation of "Decoupling Continual Semantic Segmentation". Novel framework separating class-aware detection from class-agnostic segmentation for effective continual learning.

class-incremental-learning continual-learning continual-semantic-segmentation incremental-learning semantic-segmentation

Last synced: 15 Aug 2025

https://github.com/rom1mouret/mpcl

theoretical framework for continual learning / incremental learning

catastrophic-forgetting continual-learning incremental-learning mnist

Last synced: 04 Apr 2026