class-incremental-learning

There are 48 repositories under class-incremental-learning 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.

    Language:Jupyter Notebook1.8k2932336

  • yaoyao-liu/class-incremental-learning

    PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)

    Language:Python469114669

  • 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 survey (Neurocomputing).

    Language:Python41262357

  • zhoudw-zdw/CIL_Survey

    Class-Incremental Learning: A Survey (TPAMI 2024)

    Language:Python2436826

  • zhoudw-zdw/RevisitingCIL

    Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need (IJCV 2024)

    Language:Python13631022

  • zhoudw-zdw/CVPR22-Fact

    Forward Compatible Few-Shot Class-Incremental Learning (CVPR'22)

    Language:Python1271023

  • yaoyao-liu/CL-DETR

    PyTorch implementation of "Continual Detection Transformer for Incremental Object Detection" (CVPR 2023)

    Language:Python1067124

  • 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.

    Language:Python1023110

  • NeuralCollapseApplications/FSCIL

    [ICLR 2023] The official code for our ICLR 2023 (top25%) paper: "Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class-Incremental Learning"

    Language:Python90385

  • GMvandeVen/class-incremental-learning

    PyTorch implementation of a VAE-based generative classifier, as well as other class-incremental learning methods that do not store data (DGR, BI-R, EWC, SI, CWR, CWR+, AR1, the "labels trick", SLDA).

    Language:Python781515

  • G-U-N/ECCV22-FOSTER

    The official implementation for ECCV22 paper: "FOSTER: Feature Boosting and Compression for Class-Incremental Learning" in PyTorch.

    Language:Python563174

  • wangkiw/ICLR23-MEMO

    The code repository for "A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning" (ICLR'23) in PyTorch

    Language:Python41122

  • grypesc/SEED

    ICLR2024 paper on Continual Learning

    Language:Python36247

  • zhoudw-zdw/TPAMI-Limit

    The code repository for "Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks" (TPAMI 2023) in PyTorch.

    Language:Python36206

  • linhaowei1/TPL

    ✌[ICLR 2024] Class Incremental Learning via Likelihood Ratio Based Task Prediction

    Language:Python32154

  • RoadoneP/ECCV2024_MBS

    [ECCV2024] Mitigating Background Shift in Class-Incremental Semantic Segmentation

    Language:Python31145

  • feyzaakyurek/subspace-reg

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

    Language:Python30342

  • zhoudw-zdw/PROOF

    Learning without Forgetting for Vision-Language Models (TPAMI 2025)

    Language:Python30112

  • IemProg/CoFiMA

    🔥 🔥 [ECCV 2024 Oral ] Official code for "Weighted Ensemble Models Are Strong Continual Learners"

    Language:Python29242

  • Na-Z/SDCoT

    [AAAI 2022 Oral] Static-Dynamic Co-Teaching for Class-Incremental 3D Object Detection

    Language:Python25114

  • bigdata-inha/Split-and-Bridge

    (AAAI 2021) Split-and-Bridge: Adaptable Class Incremental Learning within a Single Neural Network

    Language:Python24116

  • ihaeyong/SoftNet-FSCIL

    Winning SubNetwork (WSN), Soft-SubNetwork (SoftNet)

    Language:Python2111116

  • ashok-arjun/CSCCT

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

    Language:Python17141

  • fang-d/AIR

    Official implementation of "AIR: Analytic Imbalance Rectifier for Continual Learning"

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  • nazmul-karim170/CNLL

    [CVPR'22] Official Implementation of "CNLL: A Semi-supervised Approach for Continual Noisy Label Learning"

    Language:Python16304

  • stoneMo/CIGN

    Official implementation for CIGN

    Language:Python15111

  • mala-lab/TPP

    Official code for "Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting Approach" (NeurIPS 2024).

    Language:Python12012

  • OcraM17/GCAB-CFDC

    Official Implementation of the paper "Exemplar-free Continual Learning of Vision Transformers via Gated Class-Attention and Cascaded Feature Drift Compensation"

    Language:Python12100

  • zhoudw-zdw/MM21-Coil

    The code repository for "Co-Transport for Class-Incremental Learning" (ACM MM'21) in PyTorch.

    Language:Python12201

  • bwnzheng/MRFA_ICML2024

    The code repository for "Multi-layer Rehearsal Feature Augmentation for Class-Incremental Learning" (ICML24)

    Language:Python10132

  • NeuralCollapseApplications/UniCIL

    The official code for our paper "Neural Collapse Terminus: A Unified Solution for Class Incremental Learning and Its Variants".

    Language:Python10011

  • iCVTEAM/LRT

    Code for Language-Inspired Relation Transfer for Few-Shot Class-Incremental Learning in IEEE TPAMI

    Language:Python950

  • grypesc/AdaGauss

    2024 Neurips paper on Continual Learning and Class Incremental Learning

    Language:Python8310

  • mala-lab/OpenCIL

    Official code for paper "OpenCIL: Benchmarking Out-of-Distribution Detection in Class-Incremental Learning"

    Language:Python8001

  • grypesc/CAMP

    Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery - ECCV 2024 paper

    Language:Python6100

  • HongsinLee/FLAIR

    This repository contains the official code for the paper "Enhancing Robustness in Incremental Learning with Adversarial Training" (AAAI 2025).

    Language:Python5113