few-shot-classification

There are 2 repositories under few-shot-classification topic.

ifsl
dahyun-kang / ifsl
[CVPR'22] Official PyTorch implementation of Integrative Few-Shot Learning for Classification and Segmentation
computer-vision cvpr2022 deep-learning few-shot-classification few-shot-learning few-shot-segmentation pytorch pytorch-lightning
Language:Python 119
bcmi / F2GAN-Few-Shot-Image-Generation
Fusing-and-Filling GAN (F2GAN) for few-shot image generation, ACM MM2020
data-augmentation few-shot-classification few-shot-image-generation few-shot-learning image-generation
Language:Python 74
ronaldseoh / atsc_prompts
Codes for the experiments in our EMNLP 2021 paper "Open Aspect Target Sentiment Classification with Natural Language Prompts"
atsc aspect-based-sentiment-analysis semeval-2014-dataset prompts natural-language-prompts language-models nli natural-language-inference lm few-shot-learning zero-shot-learning zero-shot-classification few-shot-classification amazon-review-corpus amazon-reviews-sentiment-analysis yelp-reviews yelp-restaurants
Language:Jupyter Notebook 36
bbbdylan / unisiam
[ECCV2022] PyTorch re-implementation of Self-Supervision Can Be a Good Few-Shot Learner
eccv2022 few-shot-classification few-shot-learning self-supervised-learning pytorch unsupervised-few-shot-learning
Language:Python 35
oveilleux / Realistic_Transductive_Few_Shot
(NeurIPS 2021) Realistic Evaluation of Transductive Few-Shot Learning
alpha-divergence class-imbalance dirichlet-distribution few-shot few-shot-classification few-shot-learning neurips-2021 random-distributions transductive-learning
Language:Python 21
nphdang / FS-BBT
Black-box Few-shot Knowledge Distillation
black-box black-box-model computer-vision conditional-variational-autoencoder cvae data-augmentation data-generation deep-learning few-shot few-shot-classification few-shot-learning generative-model knowledge-distillation machine-learning mixup synthetic-images transfer-learning
Language:Python 10
AutoVision-cloud / SSL-ViT-lowlabel-highdata
[ICASSP-2022] Visual Representation Learning with Self-Supervised Attention for Low-Label High-Data Regime
self-supervised-learning vision-transformer few-shot-classification image-retrieval metric-learning few-shot-learning pytorch
Language:Python 8
rafaelpierre / bullet
bullet: A Zero-Shot / Few-Shot Learning, LLM Based, text classification framework
chatgpt chatgpt-api few-shot-classification few-shot-learning llms openai python text-classification zero-shot-classification zero-shot-learning named-entity-recognition sequence-classification token-classification
Language:Jupyter Notebook 5
fvilmos / shape_similarity_siamese_network
CNN based Siamese network for similarity detection. A toy database is used to demonstrate its functionality.
cnn-keras few-shot-classification few-shot-learning image-processing siamese-network similarity-detection
Language:Jupyter Notebook 3
Few-shot-satellite-image-classification-OPS-SAT
ShendoxParadox / Few-shot-satellite-image-classification-OPS-SAT
Few-shot satellite image classification for bringing deep learning on board OPS-SAT
color-transfer data-augmentation deep-learning ensemble-learning few-shot-classification satellite-image-classification synthetic-data-generation
Language:Python 3
Jityan / efficientprotonet
The code for "Efficient-PrototypicalNet with self knowledge distillation for few-shot learning"
efficientnet few-shot-classification few-shot-learning prototypical-networks transfer-learning knowledge-distillation self-knowledge-distillation
Language:Python 2