Search Results - RepositoryStats

314

1.6k

mit

28

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.

icarl replay distillation deep-learning generative-models lifelong-learning continual-learning incremental-learning replay-through-feedback variational-autoencoder gradient-episodic-memory task-incremental-learning artificial-neural-networks class-incremental-learning domain-incremental-learning elastic-weight-consolidation

Created 2018-09-26

41 commits to master branch, last one 9 months ago

class-incremental-learning yaoyao-liu

71

462

mit

13

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

continual-learning class-incremental-learning

Created 2020-02-24

74 commits to main branch, last one about a year ago

online-continual-learning RaptorMai

57

391

unknown

7

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 (Neurocomp...

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

Created 2021-01-29

27 commits to main branch, last one 3 years ago

CIL_Survey zhoudw-zdw

24

226

unknown

7

Class-Incremental Learning: A Survey (TPAMI 2024)

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

Created 2023-02-07

14 commits to main branch, last one about a month ago

RevisitingCIL zhoudw-zdw

21

127

unknown

3

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

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

Created 2023-03-13

11 commits to main branch, last one 3 months ago

CVPR22-Fact zhoudw-zdw

23

120

unknown

1

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

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

Created 2022-03-14

6 commits to main branch, last one about a year ago

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

8

91

mit

3

a PyTorch Tutorial to Class-Incremental Learning | a Distributed Training Template of CIL with core code less than 100 lines.

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

Created 2022-05-22

20 commits to master branch, last one 2 years ago

FSCIL NeuralCollapseApplications

5

83

unknown

4

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

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

Created 2023-02-02

4 commits to main branch, last one about a year ago

class-incremental-learning GMvandeVen

14

73

mit

2

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).

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

Created 2021-04-20

12 commits to main branch, last one about a year ago

ECCV22-FOSTER G-U-N

4

51

mit

3

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

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

Created 2022-07-18

21 commits to master branch, last one 2 years ago

ICLR23-MEMO wangkiw

3

40

unknown

1

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

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

Created 2023-02-02

10 commits to main branch, last one about a year ago

TPAMI-Limit zhoudw-zdw

6

35

unknown

2

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

Created 2022-08-18

8 commits to main branch, last one about a year ago

SEED grypesc

6

30

mit

2

ICLR2024 paper on Continual Learning

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

Created 2023-12-18

15 commits to main branch, last one 8 months ago

TPL linhaowei1

2

28

unknown

1

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

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

Created 2023-09-25

16 commits to main branch, last one about a month ago

ECCV2024_MBS RoadoneP

3

27

mit

2

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

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

Created 2024-07-04

2 commits to main branch, last one 4 months ago