Awesome NAS CV

This repo is a curated list of NAS classified by CV tasks. It is may easier to study NAS for different CV fields.

Abbreviation is same as Awesome-NAS.

Type	G	RL	EA	Other
Explanation	gradient-based	reinforcement learning	evaluationary algorithm	other types

The code is recorded only if it includes search stage instead of only train and inference.

The line is copied if the paper is efficient for several CV tasks.

Classification is out of list. Because almost all basic NAS algorithm are tested on Classification task.

Segmentation

Title	Venue	Type	Code
Fast Neural Network Adaptation via Parameter Remapping and Architecture Search	ICLR	G
FasterSeg: Searching for Faster Real-time Semantic Segmentation	ICLR	Other	Github
Graph-guided Architecture Search for Real-time Semantic Segmentation	CVPR	Other	Github(wait)
Learning Dynamic Routing for Semantic Segmentation	CVPR		Github

Title	Venue	Type	Code
SqueezeNAS: Fast neural architecture search for faster semantic segmentation	ICCV Workshop	G	Github
SegNAS3D: Network Architecture Search with Derivative-Free Global Optimization for 3D Image Segmentation	Smart Materials and Structures		-
Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image Segmentation	CVPR	G	Github
Customizable architecture search for semantic segmentation	CVPR
Partial Order Pruning: for Best Speed/Accuracy Trade-off in Neural Architecture Search	CVPR	EA

Title	Venue	Type	Code
NAS-FCOS: Fast Neural Architecture Search for Object Detection	CVPR	RL	-
SM-NAS: Structural-to-Modular Neural Architecture Search for Object Detection	AAAI	EA	-
EfficientDet: Scalable and Efficient Object Detection	CVPR	RL
Computation Reallocation for Object Detection	ICLR	Other	-
Fast Neural Network Adaptation via Parameter Remapping and Architecture Search	ICLR	G
SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization	CVPR
Computation Reallocation for Object Detection	ICLR	EA
MobileDets: Searching for Object Detection Architectures for Mobile Accelerators
Hit-Detector: Hierarchical Trinity Architecture Search for Object Detection	CVPR		Github
SP-NAS: Serial-to-Parallel Backbone Search for Object Detection	CVPR

Title	Venue	Type	Code	Blog
DetNAS: Backbone Search for ObjectDetection	NeurIPS	EA	Github	[zh]/[en]
NAS-FPN: Learning Scalable Feature Pyramid Architecture for Object Detection	CVPR	RL	-
Auto-FPN: Automatic Network Architecture Adaptation for Object Detection	ICCV	G
Efficient Neural Architecture Transformation Search in Channel-Level for Object Detection	NeurIPS	G
MnasFPN : Learning Latency-aware Pyramid Architecture for Object Detection on Mobile Devices	Arxiv

Title	Venue	Code
Once for All: Train One Network and Specialize it for Efficient Deployment	ICLR	Github
MoGA: Searching Beyond MobileNetV3	ICASSP	Github
FBNetV2: Differentiable Neural Architecture Search for Spatial and Channel Dimensions
FBNetV3: Joint Architecture-Recipe Search using Neural Acquisition Function
MobileDets: Searching for Object Detection Architectures for Mobile Accelerators
Neural Architecture Search for Lightweight Non-Local Networks	CVPR	Github

Title	Venue	Type	Code
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware	ICLR	G	Github
Searching for MobileNetV3	ICCV		Github
MnasNet: Platform-Aware Neural Architecture Search for Mobile	CVPR		Github
FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search			Github

NAS paper list, including segmentation, 2D detection, Mobile