class-incremental-learning

There are 2 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.
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 1504
yaoyao-liu / class-incremental-learning
PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)
class-incremental-learning continual-learning
Language:Python 457
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 366
zhoudw-zdw / CIL_Survey
Class-Incremental Learning: A Survey (TPAMI 2024)
catastrophic-forgetting class-incremental-learning continual-learning lifelong-learning
Language:Python 185
zhoudw-zdw / CVPR22-Fact
Forward Compatible Few-Shot Class-Incremental Learning (CVPR'22)
catastrophic-forgetting class-incremental-learning continual-learning few-shot-class-incremental-learning lifelong-learning
Language:Python 110
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 91
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 81
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"
class-incremental-learning few-shot-learning neural-collapse
Language:Python 78
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).
continual-learning class-incremental-learning generative-classifier generative-classification variational-autoencoder elastic-weight-consolidation synaptic-intelligence cwr cwr-plus ar1 slda brain-inspired-replay generative-replay labels-trick
Language:Python 70
G-U-N / ECCV22-FOSTER
The official implementation for ECCV22 paper: "FOSTER: Feature Boosting and Compression for Class-Incremental Learning" in PyTorch.
class-incremental-learning computer-vision continual-learning eccv2022 gradient-boosting knowledge-distillation state-of-the-art
Language:Python 49
wangkiw / ICLR23-MEMO
The code repository for "A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning" (ICLR'23) in PyTorch
catastrophic-forgetting class-incremental-learning continual-learning incremental-learning lifelong-learning pytorch
Language:Python 38
zhoudw-zdw / TPAMI-Limit
The code repository for "Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks" (TPAMI 2023) in PyTorch.
catastrophic-forgetting class-incremental-learning few-shot-class-incremental-learning
Language:Python 35
feyzaakyurek / subspace-reg
Code for the ICLR2022 paper on Subspace Regularization for few-shot class incremental image classification
image-classification subspace-learning few-shot-learning continual-learning incremental-learning machine-learning computer-vision class-incremental-learning
Language:Python 26
grypesc / SEED
ICLR2024 paper on Continual Learning
class-incremental class-incremental-learning computer-vision continual-learning facil machine-learning
Language:Python 25
Na-Z / SDCoT
[AAAI 2022 Oral] Static-Dynamic Co-Teaching for Class-Incremental 3D Object Detection
3d 3d-object-detection class-incremental-learning point-cloud pytorch
Language:Python 25
linhaowei1 / TPL
✌[ICLR 2024] Class Incremental Learning via Likelihood Ratio Based Task Prediction
class-incremental-learning continual-learning likelihood-ratio-test ood-detection
Language:Python 24
bigdata-inha / Split-and-Bridge
(AAAI 2021) Split-and-Bridge: Adaptable Class Incremental Learning within a Single Neural Network
incremental-learning continual-learning class-incremental-learning classification
Language:Python 23
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
Language:Python 16
nazmul-karim170 / CNLL-Continual_Learning_Noisy_Labels
[CVPR'22] Official Implementation of "CNLL: A Semi-supervised Approach for Continual Noisy Label Learning"
class-incremental-learning continual-learning deep-learning deep-neural-networks incremental-learning life-long-learning machine-learning task-incremental-learning
Language:Python 12
stoneMo / CIGN
Official implementation for CIGN
audio-visual-correspondence audio-visual-learning class-incremental-learning continual-learning
Language:Python 12
OcraM17 / GCAB-CFDC
Official Implementation of the paper "Exemplar-free Continual Learning of Vision Transformers via Gated Class-Attention and Cascaded Feature Drift Compensation"
class-incremental-learning computer-vision continual-learning exemplar-free vision-transformer
Language:Python 11
zhoudw-zdw / MM21-Coil
The code repository for "Co-Transport for Class-Incremental Learning" (ACM MM'21) in PyTorch.
catastrophic-forgetting class-incremental-learning continual-learning lifelong-learning
Language:Python 11
IemProg / CoFiMA
🔥 🔥 [ECCV 2024] Official code for "Weighted Ensemble Models Are Strong Continual Learners"
cil class-incremental-learning continual-learning
Language:Python 10
NeuralCollapseApplications / UniCIL
The official code for our paper "Neural Collapse Terminus: A Unified Solution for Class Incremental Learning and Its Variants".
class-incremental-learning few-shot-class-incremental-learning neural-collapse long-tail-class-incremental-learning
Language:Python 9
iCVTEAM / G-FSCIL
Code for SCIENTIA SINICA Informationis paper "Generalized representation of local relationships for few-shot incremental learning", 局部关系泛化表征的小样本增量学习
class-incremental-learning few-shot-learning
Language:Python 4
manhph2211 / Class-Incremental-Template
Simple data and training pipeline for class-incremental method :smile:
class-incremental class-incremental-learning contrastive-language-image-pretraining efficientnet image-classification segment-anything
Language:Jupyter Notebook 4
3neutronstar / CIL-Zoo
Class Incremental Learning (iCaRL, EEIL, BiC) reproduce github repository.
bic class-incremental-learning classification icarl pytorch eeil continual-learning incremental-learning lifelong-learning
Language:Python 3
grahman20 / ADF
Adaptive Decision Forest(ADF) is an incremental machine learning framework called to produce a decision forest to classify new records. ADF is capable to classify new records even if they are associated with previously unseen classes. ADF also is capable of identifying and handling concept drift; it, however, does not forget previously gained knowledge. Moreover, ADF is capable of handling big data if the data can be divided into batches.
ai analytics artificial-intelligence big-data big-data-analytics incremental incremental-learning machine-learning online-learning concept-drift moa activity-recognition algorithm classification pattern-recognition streaming-data massive-online-analysis class-incremental-learning decision-forest decision-tree
Language:Java 3
VITA-Group / CIL-QUD
[TMLR 22] "Queried Unlabeled Data Improves and Robustifies Class- Incremental Learning" by Tianlong Chen, Sijia Liu, Shiyu Chang, Lisa Animi, Zhangyang Wang
adversarial-robustness class-incremental-learning continue-learning generalization lifelong-learning unlabeled-data
3
mala-lab / OpenCIL
Official code for paper "OpenCIL: Benchmarking Out-of-Distribution Detection in Class-Incremental Learning"
class-incremental-learning continual-learning incremental-learning open-set-classification open-set-recognition out-of-distribution-detection
Language:Python 2
hwany-j / puridiver
Official PyTorch Implementation of PuriDivER CVPR 2022.
continual-learning class-incremental-learning
Language:Python 1

class-incremental-learning

GMvandeVen / continual-learning

yaoyao-liu / class-incremental-learning

RaptorMai / online-continual-learning

zhoudw-zdw / CIL_Survey

zhoudw-zdw / CVPR22-Fact

zhoudw-zdw / RevisitingCIL

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

NeuralCollapseApplications / FSCIL

GMvandeVen / class-incremental-learning

G-U-N / ECCV22-FOSTER

wangkiw / ICLR23-MEMO

zhoudw-zdw / TPAMI-Limit

feyzaakyurek / subspace-reg

grypesc / SEED

Na-Z / SDCoT

linhaowei1 / TPL

bigdata-inha / Split-and-Bridge

ashok-arjun / CSCCT

nazmul-karim170 / CNLL-Continual_Learning_Noisy_Labels

stoneMo / CIGN

OcraM17 / GCAB-CFDC

zhoudw-zdw / MM21-Coil

IemProg / CoFiMA

NeuralCollapseApplications / UniCIL

iCVTEAM / G-FSCIL

manhph2211 / Class-Incremental-Template

3neutronstar / CIL-Zoo

grahman20 / ADF

VITA-Group / CIL-QUD

mala-lab / OpenCIL

hwany-j / puridiver