Ecosyste.ms: Repos
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GitHub topics: class-incremental-learning
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: Python - Size: 22.1 MB - Last synced: about 1 month ago - Pushed: almost 2 years ago - Stars: 78 - Forks: 6
grypesc/SEED
ICLR2024 paper on Continual Learning
Language: Python - Size: 427 KB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 19 - Forks: 3
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 Notebook - Size: 3.14 MB - Last synced: about 1 month ago - Pushed: 2 months ago - Stars: 1,442 - Forks: 301
G-U-N/ECCV22-FOSTER
The official implementation for ECCV22 paper: "FOSTER: Feature Boosting and Compression for Class-Incremental Learning" in PyTorch.
Language: Python - Size: 4.03 MB - Last synced: about 1 month ago - Pushed: over 1 year ago - Stars: 47 - Forks: 3
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).
Language: Python - Size: 258 KB - Last synced: about 1 month ago - Pushed: 12 months ago - Stars: 354 - Forks: 56
yaoyao-liu/class-incremental-learning
PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)
Language: Python - Size: 106 KB - Last synced: about 1 month ago - Pushed: over 1 year ago - Stars: 453 - Forks: 69
zhoudw-zdw/CVPR22-Fact
The code repository for "Forward Compatible Few-Shot Class-Incremental Learning" (CVPR'22) in PyTorch.
Language: Python - Size: 1.61 MB - Last synced: about 1 month ago - Pushed: 7 months ago - Stars: 101 - Forks: 27
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: Python - Size: 1.51 MB - Last synced: about 2 months ago - Pushed: over 1 year ago - Stars: 67 - Forks: 14
feyzaakyurek/subspace-reg
Code for the ICLR2022 paper on Subspace Regularization for few-shot class incremental image classification
Language: Python - Size: 66.6 MB - Last synced: about 1 month ago - Pushed: 12 months ago - Stars: 24 - Forks: 2
zhoudw-zdw/CIL_Survey
The code repository for "Deep Class-Incremental Learning: A Survey" in PyTorch.
Language: Python - Size: 1.35 MB - Last synced: 3 months ago - Pushed: about 1 year ago - Stars: 159 - Forks: 19
IemProg/CoFiMA
Official code for "Weighted Ensemble Models Are Strong Continual Learners"
Language: Python - Size: 215 KB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 6 - Forks: 0
linhaowei1/TPL
✌[ICLR 2024] Class Incremental Learning via Likelihood Ratio Based Task Prediction
Language: Python - Size: 2.38 MB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 5 - Forks: 0
nazmul-karim170/CNLL-Continual_Learning_Noisy_Labels
Official Implementation of CVPR 2022 workshop paper "CNLL: A Semi-supervised Approach for Continual Noisy Label Learning"
Language: Python - Size: 367 KB - Last synced: 5 months ago - Pushed: 5 months ago - Stars: 10 - Forks: 2
Na-Z/SDCoT
[AAAI 2022 Oral] Static-Dynamic Co-Teaching for Class-Incremental 3D Object Detection
Language: Python - Size: 166 KB - Last synced: about 2 months ago - Pushed: over 1 year ago - Stars: 25 - Forks: 3
manhph2211/Class-Incremental-Template
Simple data and training pipeline for class-incremental method :smile:
Language: Jupyter Notebook - Size: 4.33 MB - Last synced: 6 months ago - Pushed: 6 months ago - Stars: 4 - Forks: 1
zhoudw-zdw/TPAMI-Limit
The code repository for "Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks" (TPAMI 2023) in PyTorch.
Language: Python - Size: 1.26 MB - Last synced: 6 months ago - Pushed: 6 months ago - Stars: 26 - Forks: 6
stoneMo/CIGN
Official implementation for CIGN
Language: Python - Size: 5.31 MB - Last synced: 9 months ago - Pushed: 9 months ago - Stars: 0 - Forks: 0
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: Python - Size: 304 KB - Last synced: 9 months ago - Pushed: about 1 year ago - Stars: 11 - Forks: 0
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: Python - Size: 693 KB - Last synced: 9 months ago - Pushed: 10 months ago - Stars: 52 - Forks: 4
NeuralCollapseApplications/UniCIL
The official code for our paper "Neural Collapse Terminus: A Unified Solution for Class Incremental Learning and Its Variants".
Language: Python - Size: 313 KB - Last synced: 9 months ago - Pushed: 10 months ago - Stars: 5 - Forks: 0
wangkiw/ICLR23-MEMO
The code repository for "A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning" (ICLR'23) in PyTorch
Language: Python - Size: 90.8 KB - Last synced: about 1 year ago - Pushed: about 1 year ago - Stars: 11 - Forks: 1
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
Language: Python - Size: 1.63 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 3 - Forks: 1
zhoudw-zdw/MM21-Coil
The code repository for "Co-Transport for Class-Incremental Learning" (ACM MM'21) in PyTorch.
Language: Python - Size: 267 KB - Last synced: about 1 year ago - Pushed: over 2 years ago - Stars: 7 - Forks: 2
ashok-arjun/CSCCT
Official Implementation of the ECCV 2022 Paper "Class-Incremental Learning with Cross-Space Clustering and Controlled Transfer"
Language: Python - Size: 183 KB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 12 - Forks: 0
3neutronstar/CIL-Zoo
Class Incremental Learning (iCaRL, EEIL, BiC) reproduce github repository.
Language: Python - Size: 178 KB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 0 - Forks: 0
bigdata-inha/Split-and-Bridge
(AAAI 2021) Split-and-Bridge: Adaptable Class Incremental Learning within a Single Neural Network
Language: Python - Size: 77.4 MB - Last synced: about 1 year ago - Pushed: over 3 years ago - Stars: 19 - Forks: 6
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
Size: 2.93 KB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 3 - Forks: 0