NAS-PaperReading

Notes for daily reading papers

One-shot NAS

Abb.	title	pdf	code	Brief
SPOS	Single path one-shot neural architecture search with uniform sampling	CVPR	Pytorch	megvii technology
	Improving One-shot NAS by Suppressing the Posterior Fading	ICLR2020	None	SenseTime_Junjie Yan

####Have Read####

ICLR2020

Open reviwer Link

Abb.	title	pdf	code	Brief
AtomNAS	AtomNAS: Fine-Grained End-to-End Neural Architecture Search	ICLR2020	pytorch
CRNAS	Computation Reallocation for Object Detection	ICLR2020	None	SenseTime
	Evaluating The Search Phase of Neural Architecture Search	ICLR2020	pytorch	EPFL

ICLR2019

Abb.	title	pdf	code	Brief
SNAS	SNAS: STOCHASTIC NEURAL ARCHITECTURE SEARCH	ICLR2019	pytorch

No.	Abb.	title	pdf	code	Brief
1.	DARTS	DARTS: DIFFERENTIABLE ARCHITECTURE SEARCH	ICLR 2019	Pytorch1; Pytorch2 Pytorch3	Architecture Search
2.		Customizable Architecture Search for Semantic Segmentation	CVPR 2019	[NO]	Architecture Search; Classification
3.		NAS-Unet: Neural Architecture Search for Medical Image Segmentation	IEEE Access	Pytorch	Architecture Search; Medical Image Segmentation
4.	C2FNAS	C2FNAS: Coarse-to-Fine Neural Architecture Search for 3D Medical Image Segmentation	arxiv	[NO]	Architecture Search; Medical Image Segmentation
5.	HiNAS	Memory-Efficient Hierarchical Neural Architecture Search for Image Denoising	CVPR2020	[NO]	Architecture Search; image denoising and de-raining
5.5	NAS-FCOS	NAS-FCOS: Fast Neural Architecture Search for Object Detection	CVPR2020	Pytorch	Object Detection; based on maskrcnn-benchmark
6.	Auto-deeplab (hnasnet)	Auto-deeplab: Hierarchical neural architecture search for semantic image segmentation	CVPR 2019 oral	Tensorflow; Pytorch1; Pytorch2	Architecture Search
7.	UnNAS	Are Labels Necessary for Neural Architecture Search?	arxiv	None	Note1 Note2

No.	Abb.	title	pdf	code	Brief
1.	NAS-FPN	NAS-FPN: Learning Scalable Feature Pyramid Architecture for Object Detection	CVPR	tensorflow	Architecture Search
2.	SpineNet	SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization	CVPR	--	Architecture Search
3.	XNAS	XNAS: Neural Architecture Searchwith Expert Advice	NeurIPS 2019	Pytorch	Poster

No.	Abb.	title	pdf	code	Brief
1.	ENAS	Efficient Neural Architecture Search via Parameter Sharing	ICML 2018	tensorflow; Pytorch	Architecture Search
2.	SMASH	SMASH: One-Shot Model Architecture Search through HyperNetworks	ICLR 2018	Pytorch	Architecture Search
3.	ProxylessNAS	ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware	ICLR 2019	Pytorch&Tensorflow	Architecture Search
4.		OPTIMIZATION AS A MODEL FOR FEW-SHOT LEARNING	ICLR 2017	Pytorch;Lua Torch	Meta-learning; LSTM
5.	DPC	Searching for Efficient Multi-Scale Architectures for Dense Image Prediction	NIPS 2018	Link	NAS; AutoML
6.	Matching Nets (MN)	Matching Networks for One Shot Learning	NIPS 2016	Tensorflow; Pytorch	One-Shot Learning; AutoML