plai-group / simple-cnaps
Source codes for "Improved Few-Shot Visual Classification" (CVPR 2020), "Enhancing Few-Shot Image Classification with Unlabelled Examples" (WACV 2022), and "Beyond Simple Meta-Learning: Multi-Purpose Models for Multi-Domain, Active and Continual Few-Shot Learning" (Neural Networks 2022 - in submission)
☆52Updated last year
Related projects: ⓘ
- Source codes for "Improved Few-Shot Visual Classification" (CVPR 2020), "Enhancing Few-Shot Image Classification with Unlabelled Examples…☆113Updated last year
- Universal Representation Learning from Multiple Domains for Few-shot Classification - ICCV 2021, Cross-domain Few-shot Learning with Task…☆125Updated 6 months ago
- ☆53Updated 2 years ago
- Official implementation of the paper "Rethinking Generalization in Few-Shot Classification" [NeurIPS 2022]☆51Updated last year
- ☆56Updated last year
- This repo contains codes for Learning a Few-shot Embedding Model with Contrastive Learning(AAAI2021)☆60Updated 3 years ago
- Forward Compatible Few-Shot Class-Incremental Learning (CVPR'22)☆112Updated 10 months ago
- Code for the ICLR2022 paper on Subspace Regularization for few-shot class incremental image classification☆26Updated last year
- Repository for the paper : Meta-FDMixup: Cross-Domain Few-Shot Learning Guided byLabeled Target Data☆65Updated 6 months ago
- ☆55Updated 3 months ago
- code for our ICCV 2021 paper 'Generalized Source-free Domain Adaptation'☆102Updated 2 years ago
- [IJCAI 2021 & AIJ 2023] Cross-Domain Few-Shot Classification via Adversarial Task Augmentation☆59Updated last year
- [CVPR 2023] This repository contains code for the paper "FCC: Feature Clusters Compression for Long-Tailed Visual Recognition", accepted …☆22Updated last year
- Code for "Multi-Task Curriculum Framework for Open-Set Semi-Supervised Learning"☆23Updated 4 years ago
- accepted at ICCV 2021☆20Updated 10 months ago
- The code repository for "Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks" (TPAMI 2023) in PyTorch.☆35Updated 10 months ago
- [ICLR 2023] The official code for our ICLR 2023 (top25%) paper: "Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class…☆80Updated last year
- Few-shot learning with mislabeled support samples☆38Updated last year
- ☆34Updated 3 years ago
- [ECCV2022] PyTorch re-implementation of Self-Supervision Can Be a Good Few-Shot Learner☆37Updated last year
- [CVPR 2023] Learning with Fantasy: Semantic-Aware Virtual Contrastive Constraint for Few-Shot Class-Incremental Learning☆63Updated 6 months ago
- Official implementation of PCS in essay "Prototypical Cross-domain Self-supervised Learning for Few-shot Unsupervised Domain Adaptation"☆98Updated 3 years ago
- Code for our NeurIPS 2021 paper 'Exploiting the Intrinsic Neighborhood Structure for Source-free Domain Adaptation'☆69Updated last year
- Implementation of Open-Set Likelihood Maximization for Few-Shot Learning☆37Updated last year
- ☆25Updated 3 years ago
- PyTorch implementation of the paper "Trustworthy Long-Tailed Classification" (CVPR 2022)☆56Updated 7 months ago
- Spatial Contrastive Learning for Few-Shot Classification (ECML/PKDD 2021).☆48Updated last year
- ResLT: Residual Learning for Long-tailed Recognition (TPAMI 2022)☆57Updated 10 months ago
- ☆34Updated last year
- Code for the paper: "Trash to Treasure: Harvesting OOD Data with Cross-Modal Matching for Open-Set Semi-Supervised Learning"☆24Updated 2 years ago