dangpzanco / paper-list

List of papers

Paper Read List

Table of Contents

1. Architectures

   1.1. Keras Pre-trained Models

2. Datasets

   2.1. Images

3. One Shot Learning

   3.1. Discussion

   3.2. Models

Architectures

Keras Pre-trained 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

Datasets

Images

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

One Shot Learning

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

One Shot Learning

Discussion

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

Models

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