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Architectures
1.1. Keras Pre-trained Models
Datasets
2.1. Images
One Shot Learning
3.1. Discussion
3.2. Models
Title
Date
Paper
Code
Xception: Deep Learning with Depthwise Separable Convolutions
7 Oct 2016 arxiv keras
Very Deep Convolutional Networks for Large-Scale Image Recognition
4 Sep 2014
arxiv keras
Deep Residual Learning for Image Recognition
10 Dec 2015 arxiv keras
Identity Mappings in Deep Residual Networks
16 Mar 2016 arxiv keras
Aggregated Residual Transformations for Deep Neural Networks
16 Nov 2016 arxiv keras
Rethinking the Inception Architecture for Computer Vision
2 Dec 2015 arxiv keras
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning
23 Feb 2016 arxiv keras
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications
17 Apr 2017 arxiv keras
MobileNetV2: Inverted Residuals and Linear Bottlenecks
13 Jan 2018 arxiv keras
Learning Transferable Architectures for Scalable Image Recognition
21 Jul 2017 arxiv keras
Densely Connected Convolutional Networks
25 Aug 2016 arxiv keras
Nickname
Title
Date
Paper
Code
MNIST
Gradient-based learning applied to document recognition
Nov 1998 lecun lecun
Fashion-MNIST
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms
25 Aug 2017 arxiv github
Kuzushiji-MNIST
Deep Learning for Classical Japanese Literature
3 Dec 2018 arxiv github
CIFAR-10/100
Learning Multiple Layers of Features from Tiny Images
8 April 2009 toronto toronto
Nickname
Title
Date
Paper
Code
One Shot Pokémon Images
NOT A PAPER 29 May 2018 kaggle
Omniglot
Human-level concept learning through probabilistic program induction
11 Dec 2015 MIT github
Mini-ImageNet
Optimization as a Model for Few-Shot Learning
01 Mar 2017 openreview github
Title
Date
Paper
Code
One shot learning of simple visual concepts
1 Jan 2011 NYU ---
The Omniglot Challenge: A 3-Year Progress Report
9 Feb 2019 arxiv paperswithcode
Title
Date
Paper
Code
Siamese Neural Networks for One-shot Image Recognition
2015 CMU gtihub
Matching Networks for One Shot Learning
13 Jun 2016 arxiv paperswithcode
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
9 Mar 2017 arxiv paperswithcode
Prototypical Networks for Few-shot Learning
15 Mar 2017 arxiv paperswithcode
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