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Search results for pytorch continual learning

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35 search results found

Avalanche ⭐ 1,583

Avalanche: an End-to-End Library for Continual Learning based on PyTorch.

PyCIL: A Python Toolbox for Class-Incremental Learning

Mammoth ⭐ 424

An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learning

Continuum ⭐ 343

A clean and simple data loading library for Continual Learning

Library for automatic retraining and continual learning

Incremental_learning.pytorch ⭐ 210

A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).

Brain Inspired Replay ⭐ 169

A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR-100; PyTorch code).

Continual Learning Benchmark ⭐ 158

Evaluate three types of task shifting with popular continual learning algorithms.

Lamda Pilot ⭐ 134

🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox

Dm_nevis ⭐ 71

NEVIS'22: Benchmarking the next generation of never-ending learners

Steven C. Y. Hung, Cheng-Hao Tu, Cheng-En Wu, Chien-Hung Chen, Yi-Ming Chan, and Chu-Song Chen, "Compacting, Picking and Growing for Unforgetting Continual Learning," Thirty-third Conference on Neural Information Processing Systems, NeurIPS 2019

Episodic Lifelong Learning ⭐ 49

Implementation of "Episodic Memory in Lifelong Language Learning"(NeurIPS 2019) in Pytorch

Openvae_continuallearning ⭐ 49

Open-source code for our paper: Unified Probabilistic Deep Continual Learning through Generative Replay and Open Set Recognition

Continual Learning Benchmark ⭐ 42

Benchmarking continual learning techniques for Human Activity Recognition data. We offer interesting insights on how the performance techniques vary with a domain other than images.

Modelzoo_continual ⭐ 36

Model Zoos for Continual Learning (ICLR 22)

(CVPR 2022) Energy-based Latent Aligner for Incremental Learning

Generative_continual_learning ⭐ 33

Cssegmentation ⭐ 23

CSSegmentation: An Open Source Continual Semantic Segmentation Toolbox Based on PyTorch.

InCloud: Incremental Learning for Point Cloud Place Recognition IROS2022 https://arxiv.org/abs/2203.00807

Stable Continual Learning ⭐ 21

Towards increasing stability of neural networks for continual learning: https://arxiv.org/abs/2006.06958.pdf (NeurIPS'20)

Lifelong Learning ⭐ 16

Lifelong Learning of Graph Neural Networks for Open-World Node Classification

Iclr23 Memo ⭐ 14

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

Continualevaluation ⭐ 14

[Spotlight ICLR 2023 paper] Continual evaluation for lifelong learning with neural networks, identifying the stability gap.

A PyTorch framework for Continual Learning research.

Reminder ⭐ 12

Class Similarity Weighted Knowledge Distillation for Continual Semantic Segmentation

Implementation of CLAD: A Continual Learning benchmark for Autonomous Driving. A continual classification and detectin track. Provides pure PyTorch, Avalanche and Detectron2 implementations.

A Pytorch Tutorial To Class Incremental Learning ⭐ 10

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

Ar1 Pytorch ⭐ 8

AR1* with Latent Replay, implemented in PyTorch

Online Coreset Selection for Rehearsal-based Continual Learning, ICLR 2022

Official implementation of "RODEO: Replay for Online Object Detection", BMVC 2020

Continuallearning Sequentialprocessing ⭐ 6

Continual Learning with Gated Incremental Memories for Sequential Data Processing. IJCNN 2020. Continual Learning with Recurrent Neural Networks (RNNs) inspired by Progressive network architecture.

Policy Distillation Baselines ⭐ 6

Pytorch Implementation of Policy Distillation for control, which has well-trained teachers via stable_baselines3.

Continual Learning utilities

Companion repository for the paper "Continual Self-supervised Domain Adaptation for End-to-end Speaker Diarization"

Official Implementation of the ECCV 2022 Paper "Class-Incremental Learning with Cross-Space Clustering and Controlled Transfer"

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