/NAS-PaperReading

Notes for daily reading papers

NAS-PaperReading

Notes for daily reading papers

One-shot NAS

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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

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ICLR2020

Open reviwer Link

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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

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SNAS SNAS: STOCHASTIC NEURAL ARCHITECTURE SEARCH ICLR2019 pytorch
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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
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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
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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