few-shot-recognition

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sicara /easy-few-shot-learning

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Ready-to-use code and tutorial notebooks to boost your way into few-shot learning for image classification.

machine-learning deep-learning pytorch image-classification meta-learning few-shot-learning few-shot-recognition few-shot-classifcation

UpdatedNov 13, 2024
Python

kjunelee /MetaOptNet

Star540

Meta-Learning with Differentiable Convex Optimization (CVPR 2019 Oral)

image-classification convex-optimization meta-learning few-shot metalearning few-shot-learning few-shot-recognition cvpr2019

UpdatedJul 25, 2024
Python

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" (SSRN Electronic Journal)

deep-learning metric-learning meta-learning few-shot-learning few-shot-recognition mini-imagenet tiered-imagenet meta-dataset conditional-neural-process few-shot-classifcation

UpdatedMar 25, 2023
Python

Anirudh257 /strm

Star99

[CVPR 2022] Official Pytorch Implementation for "Spatio-temporal Relation Modeling for Few-shot Action Recognition". SOTA Results for Few-shot Action Recognition

cvpr action-recognition spatio-temporal few-shot few-shot-learning few-shot-recognition cvpr2022

UpdatedSep 30, 2022
Python

ArchitParnami /Few-Shot-KWS

Star65

Few-Shot Keyword Spotting

audio speech-recognition keyword-spotting prototypical-networks few-shot-recognition

UpdatedApr 11, 2021
Jupyter Notebook

plai-group /simple-cnaps

Star58

deep-learning metric-learning meta-learning few-shot-learning few-shot-recognition mini-imagenet tiered-imagenet meta-dataset conditional-neural-process few-shot-classifcation

UpdatedNov 3, 2022
Python

Bryce1010 /Awesome-Few-shot

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Awesome Few-shot learning

metric-learning meta-learning few-shot-learning few-shot-recognition few-shot-object-detection few-shot-segmentation

UpdatedJan 3, 2020

CSer-Tang-hao /AGPF-FSFG

Star17

[PR 2022, Highly Cited Paper] Learning Attention-Guided Pyramidal Features for Few-shot Fine-grained Recognition

fine-grained few-shot-recognition

UpdatedJan 23, 2023
Python

MCG-NJU /VLG

Star10

[IJCV] VLG: General Video Recognition with Web Textual Knowledge (https://arxiv.org/abs/2212.01638)

action-recognition few-shot-recognition open-set-recognition long-tailed-recognition video-language

UpdatedJan 18, 2024
Python

zhangzongliang /pmf

Star10

Implementation of the procedural model fitting method described in our paper: Robust procedural model fitting with a new geometric similarity estimator.

complex-model-fitting inverse-procedural-modeling probabilistic-program-induction geometric-model-reconstruction few-shot-recognition imperfect-point-set