sun-hailong / Awesome-Incremental-Learning-with-Pre-trained-Models
π π A curated list of awesome papers for incremental learning with pre-trained models
β52Updated last year
Alternatives and similar repositories for Awesome-Incremental-Learning-with-Pre-trained-Models:
Users that are interested in Awesome-Incremental-Learning-with-Pre-trained-Models are comparing it to the libraries listed below
- SLCA: Slow Learner with Classifier Alignment for Continual Learning on a Pre-trained Model @ ICCV 2023 **AND** SLCA++: Unleash the Power β¦β45Updated 7 months ago
- The code repository for "Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning"(CVPR24) in PyTorch.β69Updated 7 months ago
- Code for NeurIPS 2022 paper βS-Prompts Learning with Pre-trained Transformers: An Occamβs Razor for Domain Incremental Learningββ97Updated 6 months ago
- PyTorch Implementation of DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ ECCV22β116Updated 2 years ago
- Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need (IJCV 2024)β135Updated 7 months ago
- RanPAC: Random Projections and Pre-trained Models for Continual Learning - Official code repository for NeurIPS 2023 Published Paperβ45Updated last month
- PyTorch code for the CVPR'23 paper: "CODA-Prompt: COntinual Decomposed Attention-based Prompting for Rehearsal-Free Continual Learning"β135Updated last year
- β48Updated 2 years ago
- [ICLR 2023] The official code for our ICLR 2023 (top25%) paper: "Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Classβ¦β86Updated last year
- The code repository for "Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks" (TPAMI 2023) in PyTorch.β36Updated last year
- Preventing Zero-Shot Transfer Degradation in Continual Learning of Vision-Language Modelsβ91Updated last year
- Code for NeurIPS 2023 paper - FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual Learningβ37Updated 4 months ago
- Official implementation of Few-shot Class Incremental Learning with Attention-Aware Self-Adaptive Prompt (ECCV2024)β27Updated 8 months ago
- The official implementation of the CVPR'2024 work Interference-Free Low-Rank Adaptation for Continual Learningβ72Updated 2 weeks ago
- The official implementation for ECCV22 paper: "FOSTER: Feature Boosting and Compression for Class-Incremental Learning" in PyTorch.β51Updated 2 years ago
- PyTorch implementation of our CVPR2021 (oral) paper "Prototype Augmentation and Self-Supervision for Incremental Learning"β108Updated last year
- Consistent Prompting for Rehearsal-Free Continual Learning [CVPR2024]β32Updated 9 months ago
- ICLR2024 paper on Continual Learningβ33Updated 11 months ago
- Official repository for "CLIP model is an Efficient Continual Learner".β92Updated 2 years ago
- Hierarchical Decomposition of Prompt-Based Continual Learning: Rethinking Obscured Sub-optimality (NeurIPS 2023, Spotlight)β82Updated 4 months ago
- Learning without Forgetting for Vision-Language Models (TPAMI 2025)β29Updated last month
- [CVPR 2024] PriViLege: Pre-trained Vision and Language Transformers Are Few-Shot Incremental Learnersβ49Updated 6 months ago
- β18Updated 11 months ago
- The code repository for "Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration" (NeurIPS'23) in PyTorchβ51Updated last year
- Instruction Tuning in Continual Learning paradigmβ44Updated last month
- CVPR2023: AttriCLIP: A Non-Incremental Learner for Incremental Knowledge Learningβ15Updated last year
- About Code Release for "CLIPood: Generalizing CLIP to Out-of-Distributions" (ICML 2023), https://arxiv.org/abs/2302.00864β65Updated last year
- Online Prototype Learning for Online Continual Learning (ICCV 2023)β36Updated last year
- The code repository for "Multi-layer Rehearsal Feature Augmentation for Class-Incremental Learning" (ICML24)β10Updated 9 months ago
- The code repository for "A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning" (ICLR'23) in PyTorchβ41Updated 2 years ago