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class-incremental-learning

Here are 39 public repositories matching this 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 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 Mar 21, 2024
Jupyter Notebook

yaoyao-liu / class-incremental-learning

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

continual-learning class-incremental-learning

Updated Dec 29, 2022
Python

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).

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

zhoudw-zdw / CIL_Survey

Class-Incremental Learning: A Survey (TPAMI 2024)

lifelong-learning continual-learning catastrophic-forgetting class-incremental-learning

Updated Nov 7, 2024
Python

zhoudw-zdw / RevisitingCIL

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

incremental-learning lifelong-learning continual-learning catastrophic-forgetting class-incremental-learning

Updated Aug 25, 2024
Python

zhoudw-zdw / CVPR22-Fact

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

lifelong-learning continual-learning catastrophic-forgetting few-shot-class-incremental-learning class-incremental-learning

Updated Oct 31, 2023
Python

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.

tutorial computer-vision pytorch resnet incremental-learning pytorch-tutorial cifar100 distributed-training continual-learning class-incremental-learning

Updated Jun 10, 2022
Python

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"

few-shot-learning class-incremental-learning neural-collapse

Updated Aug 7, 2023
Python

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).

variational-autoencoder cwr continual-learning elastic-weight-consolidation generative-classifier generative-classification generative-replay synaptic-intelligence class-incremental-learning cwr-plus ar1 slda brain-inspired-replay labels-trick

Updated Feb 7, 2023
Python

G-U-N / ECCV22-FOSTER

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

computer-vision knowledge-distillation gradient-boosting state-of-the-art continual-learning class-incremental-learning eccv2022

Updated Nov 29, 2022
Python

wangkiw / ICLR23-MEMO

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

pytorch incremental-learning lifelong-learning continual-learning catastrophic-forgetting class-incremental-learning

Updated Mar 21, 2023
Python

zhoudw-zdw / TPAMI-Limit

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

catastrophic-forgetting few-shot-class-incremental-learning class-incremental-learning

Updated Nov 15, 2023
Python

grypesc / SEED

ICLR2024 paper on Continual Learning

machine-learning computer-vision facil continual-learning class-incremental-learning class-incremental

Updated Apr 21, 2024
Python

linhaowei1 / TPL

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

likelihood-ratio-test continual-learning ood-detection class-incremental-learning

Updated Oct 29, 2024
Python

feyzaakyurek / subspace-reg

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

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

Updated May 27, 2023
Python

RoadoneP / ECCV2024_MBS

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

computer-vision segmentation semantic-segmentation knowledge-distillation incremental-learning pseudo-labeling continual-learning class-incremental-learning eccv2024 class-incremental-semantic-segmentation

Updated Aug 16, 2024
Python

Na-Z / SDCoT

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

point-cloud pytorch 3d 3d-object-detection class-incremental-learning

Updated Nov 22, 2022
Python

bigdata-inha / Split-and-Bridge

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

classification incremental-learning continual-learning class-incremental-learning

Updated Feb 3, 2021
Python

ihaeyong / SoftNet-FSCIL

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

continual-learning few-shot-learning few-shot-class-incremental-learning class-incremental-learning

Updated Mar 12, 2024
Python

IemProg / CoFiMA

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

cil continual-learning class-incremental-learning

Updated Dec 17, 2024
Python

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