15 results found Sort:

sicara
easy-few-shot-learning sicara
147
1.1k
mit
17
Ready-to-use code and tutorial notebooks to boost your way into few-shot learning for image classification.
pytorch deep-learning meta-learning machine-learning few-shot-learning few-shot-recognition image-classification few-shot-classifcation
Created 2021-02-01
174 commits to master branch, last one 20 days ago
ShuoYang-1998
Few_Shot_Distribution_Calibration ShuoYang-1998
70
473
unknown
5
[ICLR2021 Oral] Free Lunch for Few-Shot Learning: Distribution Calibration
few-shot-learning few-shot-classifcation
Created 2020-09-24
42 commits to master branch, last one 3 years ago
yaoyao-liu
few-shot-classification-leaderboard yaoyao-liu
73
386
cc0-1.0
15
Leaderboards for few-shot image classification on miniImageNet, tieredImageNet, FC100, and CIFAR-FS.
fc100 cifar-fs miniimagenet mini-imagenet tiered-imagenet few-shot-learning few-shot-classifcation
Created 2020-07-23
331 commits to main branch, last one 2 years ago
zhengli97
Awesome-Prompt-Adapter-Learning-for-VLMs zhengli97
14
319
apache-2.0
7
A curated list of awesome prompt/adapter learning methods for vision-language models like CLIP.
paper-list prompt-learning adapter-learning few-shot-learning zero-shot-learning vision-language-model few-shot-classifcation
Created 2024-03-15
41 commits to main branch, last one 4 days ago
davidberenstein1957
concise-concepts davidberenstein1957
14
242
mit
7
This repository contains an easy and intuitive approach to few-shot NER using most similar expansion over spaCy embeddings. Now with entity scoring.
ner nlp spacy gensim hacktoberfest machine-learning few-shot-classifcation natural-language-processing
Created 2022-03-13
107 commits to main branch, last one about a year ago
davidberenstein1957
classy-classification davidberenstein1957
15
211
mit
6
This repository contains an easy and intuitive approach to few-shot classification using sentence-transformers or spaCy models, or zero-shot classification with Huggingface.
nlp nlu spacy hacktoberfest machine-learning text-classification sentence-transformers few-shot-classifcation natural-language-processing
Created 2022-02-21
116 commits to main branch, last one 6 days ago
BeierZhu
Prompt-align BeierZhu
9
153
unknown
3
[ICCV 2023] Prompt-aligned Gradient for Prompt Tuning
clip pytorch prompt-tuning image-classification domain-generalization few-shot-classifcation
Created 2022-05-29
6 commits to main branch, last one about a year ago
mboudiaf
TIM mboudiaf
20
119
mit
6
(NeurIPS 2020) Transductive Information Maximization for Few-Shot Learning https://arxiv.org/abs/2008.11297
few-shot neurips-2020 few-shot-learning mutual-information optimization-methods transductive-learning few-shot-classifcation
Created 2020-06-10
20 commits to master branch, last one about a year ago
peymanbateni
simple-cnaps peymanbateni
25
116
mit
9
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 ...
meta-dataset deep-learning meta-learning mini-imagenet metric-learning tiered-imagenet few-shot-learning few-shot-recognition few-shot-classifcation conditional-neural-process
Created 2019-11-19
107 commits to master branch, last one about a year ago
dahyun-kang
renet dahyun-kang
16
114
mit
4
[ICCV'21] Official PyTorch implementation of Relational Embedding for Few-Shot Classification
pytorch iccv2021 deep-learning computer-vision neural-networks few-shot-learning few-shot-classifcation
Created 2021-08-13
17 commits to main branch, last one 2 years ago
mboudiaf
pytorch-meta-dataset mboudiaf
9
59
unknown
7
A non-official 100% PyTorch implementation of META-DATASET benchmark for few-shot classification
pytorch meta-dataset tfrecorddataset few-shot-learning few-shot-classifcation
Created 2021-02-02
49 commits to master branch, last one about a year ago
plai-group
simple-cnaps plai-group
15
56
mit
8
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 ...
meta-dataset deep-learning meta-learning mini-imagenet metric-learning tiered-imagenet few-shot-learning few-shot-recognition few-shot-classifcation conditional-neural-process
Created 2021-09-18
115 commits to master branch, last one 2 years ago
Frankluox
Channel_Importance_FSL Frankluox
9
55
mit
3
[ICML 2022] Channel Importance Matters in Few-shot Image Classification
bias-reduction few-shot-learning few-shot-classifcation
Created 2022-06-18
41 commits to main branch, last one about a year ago
LouieYang
MCL LouieYang
3
51
unknown
3
Code and data for paper https://arxiv.org/pdf/2106.05517.pdf (CVPR 2022)
cvpr2022 few-shot-learning few-shot-classifcation
Created 2021-06-09
52 commits to master branch, last one 2 years ago
IRVLUTD
Proto-CLIP IRVLUTD
6
36
mit
2
Code release for Proto-CLIP: Vision-Language Prototypical Network for Few-Shot Learning
robotics vision-language few-shot-learning prototype-learning multimodal-learning few-shot-classifcation
Created 2023-07-04
30 commits to main branch, last one 5 months ago