Mattdl / CLsurvey
Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase of "A continual learning survey: Defying forgetting in classification tasks." in IEEE TPAMI.
☆201Updated 3 years ago
Alternatives and similar repositories for CLsurvey:
Users that are interested in CLsurvey are comparing it to the libraries listed below
- Overcoming catastrophic forgetting with hard attention to the task☆213Updated 6 years ago
- ☆176Updated 3 years ago
- PyTorch Implementation of iCaRL☆112Updated 5 years ago
- The official PyTorch code for 'DER: Dynamically Expandable Representation for Class Incremental Learning' accepted by CVPR2021☆160Updated 3 years ago
- Learning a Unified Classifier Incrementally via Rebalancing☆188Updated 3 years ago
- Evaluate three types of task shifting with popular continual learning algorithms.☆519Updated 3 years ago
- Official repository for Few-Shot Class-Incremental Learning (FSCIL)☆231Updated 4 years ago
- Implementation of Learning without Forgetting paper☆129Updated 4 years ago
- Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and o…☆286Updated last year
- Semantic Drift Compensation for Class-Incremental Learning (CVPR2020)☆119Updated 4 years ago
- Continual / incremental / lifelong learning methods implemented by PyTorch. Especially the methods based on memory replay.☆53Updated last year
- A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).☆397Updated last year
- Official [ICLR] Code Repository for "Gradient Projection Memory for Continual Learning"☆89Updated 3 years ago
- PyTorch implementation of a VAE-based generative classifier, as well as other class-incremental learning methods that do not store data (…☆76Updated 2 years ago
- Co^2L: Contrastive Continual Learning (ICCV2021)☆93Updated 2 years ago
- pytorch implementation of Large Scale Incremental Learning☆66Updated 4 years ago
- Unofficial PyTorch implementation of DeepMind's PNAS 2017 paper "Overcoming Catastrophic Forgetting"☆272Updated 7 months ago
- Codebase for "Online Continual Learning with Maximally Interfered Retrieval"☆99Updated 2 years ago
- A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), S…☆399Updated last year
- Codebase for "Online Fast Adaptation and Knowledge Accumulation: a New Approach to Continual Learning". This is a ServiceNow Research pro…☆105Updated 2 years ago
- PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)☆467Updated 2 years ago
- ☆255Updated 3 years ago
- ☆98Updated 2 years ago
- ☆35Updated 3 years ago
- An implementation of EWC with PyTorch☆245Updated 5 years ago
- Continual Learning with Hypernetworks. A continual learning approach that has the flexibility to learn a dedicated set of parameters, fin…☆163Updated 2 years ago
- PyTorch implementation of "Continual Learning with Deep Generative Replay", NIPS 2017☆161Updated 7 years ago
- Official implementation of "iTAML : An Incremental Task-Agnostic Meta-learning Approach". CVPR 2020☆97Updated last year
- ☆72Updated 2 years ago
- A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR…☆234Updated last year