AutoML - NAS - Segmentation

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Reference

paper

• 09/2018 Searching for Efficient Multi-Scale Architectures for Dense Image Prediction
• 10/2018 Fast Neural Architecture Search of Compact Semantic Segmentation Models via Auxiliary Cells Code - nas-segm-pytorch
• 01/2019 Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image Segmentation -- Code
• 03/2019 Partial Order Pruning: for Best Speed/Accuracy Trade-off in Neural Architecture Search
• 04/2019 Template-Based Automatic Search of Compact Semantic Segmentation Architectures Code - nas-segm-pytorch
• 04/2019 NAS-Unet: Neural Architecture Search for Medical Image Segmentation -- NasUnet Code
• 04/2019 NAS-FPN: Learning Scalable Feature Pyramid Architecture for Object Detection
• 05/2019 Searching for MobileNetV3
• 08/2019 Customizable Architecture Search for Semantic Segmentation
• 08/2019 SqueezeNAS: Fast neural architecture search for faster semantic segmentation -- Code
• 09/2019 Graph-guided Architecture Search for Real-time Semantic Segmentation
• 09/2019 SegNAS3D: Network Architecture Search with Derivative-Free Global Optimization for 3D Image Segmentation
• 12/2019 FasterSeg: Searching for Faster Real-time Semantic Segmentation Code
• 03/2020 Learning Dynamic Routing for Semantic Segmentation
• 05/2020 Neural Architecture Search for Gliomas Segmentation on Multimodal Magnetic Resonance Imaging
• 07/2020 MS-NAS: Multi-Scale Neural Architecture Search for Medical Image Segmentation Code
• 2020 CVPR SP-NAS: Serial-to-Parallel Backbone Search for Object Detection
• 03/2020 DCNAS: Densely Connected Neural Architecture Search for Semantic Image Segmentation

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• [ ] Awesome NAS CV

Brief

NAS Name	Description
Searching for Efficient Multi-Scale Architectures...	Search Decoder
Fast Neural Architecture Search...Auxiliary Cells	Mult-Scale + Search Decoder
AutoDeepLab	Search Encoder + ASPP
NAS-UNET	UNet Backbone + Search DownSample & UpSample Cell
MS-NAS	Search Backbone & Cell

[junxnone]

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