LightningFSL: Pytorch-Lightning implementations of Few-Shot Learning models.
☆114Dec 27, 2022Updated 3 years ago
Alternatives and similar repositories for LightningFSL
Users that are interested in LightningFSL are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [ICML 2022] Channel Importance Matters in Few-shot Image Classification☆59Apr 19, 2023Updated 2 years ago
- Alleviating the Sample Selection Bias in Few-shot Learning by Removing Projection to the Centroid☆15Dec 6, 2022Updated 3 years ago
- ☆91Mar 21, 2022Updated 4 years ago
- The code repository for "Few-Shot Learning via Embedding Adaptation with Set-to-Set Functions"☆433Jul 31, 2020Updated 5 years ago
- [ICML 2023] A Closer Look at Few-shot Classification Again☆61Jun 5, 2023Updated 2 years ago
- ☆26Jun 1, 2021Updated 4 years ago
- Source codes for "Improved Few-Shot Visual Classification" (CVPR 2020), "Enhancing Few-Shot Image Classification with Unlabelled Examples…☆58Nov 3, 2022Updated 3 years ago
- An awesome & curated list of anything that might be useful for computer science students☆13Mar 27, 2023Updated 2 years ago
- [IJCAI 2021 & AIJ 2023] Cross-Domain Few-Shot Classification via Adversarial Task Augmentation☆71Feb 7, 2023Updated 3 years ago
- Leaderboards for few-shot image classification on miniImageNet, tieredImageNet, FC100, and CIFAR-FS.☆390Nov 22, 2022Updated 3 years ago
- ☆13Sep 14, 2022Updated 3 years ago
- This repository contains the experiments conducted in the ICLR 2022 spotlight paper "On the Importance of Firth Bias Reduction in Few-Sho…☆11Apr 20, 2022Updated 3 years ago
- This repo contains codes for Learning a Few-shot Embedding Model with Contrastive Learning(AAAI2021)☆63Jun 3, 2021Updated 4 years ago
- Universal Representation Learning from Multiple Domains for Few-shot Classification - ICCV 2021, Cross-domain Few-shot Learning with Task…☆145Feb 23, 2024Updated 2 years ago
- [ICCV'21] Official PyTorch implementation of Relational Embedding for Few-Shot Classification☆122Dec 26, 2021Updated 4 years ago
- Learning Intact Features by Erasing-Inpainting for Few-shot Classification☆18Jul 28, 2022Updated 3 years ago
- Spatial Contrastive Learning for Few-Shot Classification (ECML/PKDD 2021).☆50Dec 19, 2022Updated 3 years ago
- (CVPR 2021) Few-Shot Classification with Feature Map Reconstruction Networks☆131Jul 10, 2023Updated 2 years ago
- [AAAI 2022] Label Hallucination for Few-Shot Classification☆27Dec 29, 2022Updated 3 years ago
- This is the pytorch implementation for the paper "Delta-encoder: an effective sample synthesis method for few-shot object recognition" ht…☆11Jan 10, 2020Updated 6 years ago
- Official implementation of the paper "Rethinking Generalization in Few-Shot Classification" [NeurIPS 2022]☆66Feb 28, 2023Updated 3 years ago
- ☆42May 31, 2023Updated 2 years ago
- Codes for the WACV 2022 paper: "SEGA: Semantic Guided Attention on Visual Prototype for Few-Shot Learning"☆23Apr 29, 2022Updated 3 years ago
- Official Pytorch implementation of the paper "Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification" (NeurIPS 202…☆26Nov 18, 2022Updated 3 years ago
- [TPAMI 2023] LibFewShot: A Comprehensive Library for Few-shot Learning.☆1,062Oct 27, 2025Updated 4 months ago
- A non-official 100% PyTorch implementation of META-DATASET benchmark for few-shot classification☆59Jan 6, 2023Updated 3 years ago
- ☆18Oct 14, 2021Updated 4 years ago
- Meta-Baseline: Exploring Simple Meta-Learning for Few-Shot Learning, in ICCV 2021☆653Oct 10, 2021Updated 4 years ago
- ☆10Jul 25, 2022Updated 3 years ago
- (NeurIPS 2021) Realistic Evaluation of Transductive Few-Shot Learning☆25Nov 10, 2022Updated 3 years ago
- ☆17Apr 5, 2023Updated 2 years ago
- ☆15Mar 9, 2022Updated 4 years ago
- Code and data for paper https://arxiv.org/pdf/2106.05517.pdf (CVPR 2022)☆52Jun 11, 2022Updated 3 years ago
- Pytorch source code of ESPT method in AAAI 2023☆23Jul 23, 2023Updated 2 years ago
- Code for "When Does Self-supervision Improve Few-shot Learning?" @ ECCV 2020☆35May 22, 2021Updated 4 years ago
- ☆133Mar 4, 2021Updated 5 years ago
- The Pytorch code of "Joint Distribution Matters: Deep Brownian Distance Covariance for Few-Shot Classification", CVPR 2022 (Oral).☆185Mar 16, 2024Updated 2 years ago
- ☆375Jan 22, 2021Updated 5 years ago
- This repository is the code of the paper "Sparse Spatial Transformers for Few-Shot Learning" (SCIENCE CHINA Information Sciences).☆49Jul 29, 2023Updated 2 years ago