This repository collects recent NAS based methods and provide a summary (Paper and Code) by year and task. We hope this repo can help you better understand the trend of NAS era.
🔥 Add 1 NIPS paper 2022
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- Object Classfication/Detection
- Image Segmentation
- Video Classification
- Lane Detection
- Image Super-Resolution
- Image Restoration
- Medical
- 3D Pose Estimation
- Face Detection
- Face Anti-Spoofing
- Scene Text Recognition
- Adversarial Attack
- Model Defense
- Bad Weather Removal
- Image Denoising
- Deep Image Prior
- Stereo Matching
- Crowd Counting
- Model Pruning
- Text Representation
| Name | Pub. | Title | Links |
|---|---|---|---|
| BMNAS | AAAI | Bilevel Multimodal Neural Architecture Search | Paper/Code |
| DPNAS | AAAI | Neural Architecture Search for Deep Learning with Differential Privacy | Paper/Code |
| LFMNAS | AAAI | Learning from Mistakes - A Framework for Neural Architecture Search | Paper/Code |
| ArchGraph | CVPR | Acyclic Architecture Relation Predictor for Task-Transferable Neural Architecture Search | Paper/Code |
| PAMKD | CVPR | Performance-Aware Mutual Knowledge Distillation for Improving Neural Architecture Search | Paper/Code |
| BaLeNAS | CVPR | Differentiable Architecture Search via the Bayesian Learning Rule | Paper/Code |
| LGA | CVPR | Demystifying the Neural Tangent Kernel from a Practical Perspective: Can it be trusted for Neural Architecture Search without training? | Paper/Code |
| TFTAS | CVPR | Training-free Transformer Architecture Search | Paper/Code |
| β-DARTS | CVPR | Beta-Decay Regularization for Differentiable Architecture Search | Paper/Code |
| MetaNTK-NAS | CVPR | Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning | Paper/Code |
| GreedyNASv2 | CVPR | Greedier Search with a Greedy Path Filter | Paper/Code |
| RMI-NAS | CVPR | Neural Architecture Search with Representation Mutual Information | Paper/Code |
| Shapley-NAS | CVPR | Discovering Operation Contribution for Neural Architecture Search | Paper/Code |
| GPUNet | CVPR | Searching the Deployable Convolution Neural Networks for GPUs | Paper/Code |
| ViT-Slim | CVPR | Multi-Dimension Searching in Continuous Optimization Space | Paper/Code |
| SUMNAS | ICLR | SUMNAS: Supernet with Unbiased Meta-Features for Neural Architecture Search | Paper/Code |
| NASViT | ICLR | Neural Architecture Search for Efficient Vision Transformers with Gradient Conflict aware Supernet Training | Paper/Code |
| ASViT | ICLR | Auto-scaling Vision Transformers without Training | Paper/Code |
| GMNAS | ICLR | Generalizing Few-Shot NAS with Gradient Matching | Paper/Code |
| ScaleNet | ECCV | Searching for the Model to Scale | Paper/Code |
| SNNNAS | ECCV | Neural Architecture Search for Spiking Neural Networks | Paper/Code |
| EAutoDet | ECCV | Efficient Architecture Search for Object Detection | Paper/Code |
| U-BoostNAS | ECCV | Utilization-Boosted Differentiable Neural Architecture Search | Paper/Code |
| SuperTickets | ECCV | Drawing Task-Agnostic Lottery Tickets from Supernets via Jointly Architecture Searching and Parameter Pruning | Paper/Code |
| DistPro | ECCV | Searching A Fast Knowledge Distillation Process via Meta Optimization | Paper/Code |
| EKG | ECCV | Ensemble Knowledge Guided Sub-network Search and Fine-tuning for Filter Pruning | Paper/Code |
| EAGAN | ECCV | Efficient Two-stage Evolutionary Architecture Search for GANs | Paper/Code |
| ViTAS | ECCV | Vision Transformer Architecture Search | Paper/Code |
| DFNAS | ECCV | Data-Free Neural Architecture Search via Recursive Label Calibration | Paper/Code |
| BaLeNAS | ECCV | Differentiable Architecture Search via the Bayesian Learning Rule | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| EASNet | ECCV | Searching Elastic and Accurate Network Architecture for Stereo Matching | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| CANAS | ECCV | Compiler-Aware Neural Architecture Search for On-Mobile Real-time Super-Resolution | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| LidarNAS | ECCV | Unifying and Searching Neural Architectures for 3D Point Clouds | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| HyperSegNAS | CVPR | Bridging One-Shot Neural Architecture Search with 3D Medical Image Segmentation using HyperNet | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| ISNAS | CVPR | Image-Specific Neural Architecture Search for Deep Image Prior | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| - | ECCV | Spectrum-aware and Transferable Architecture Search for Hyperspectral Image Restoration | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| 🔥AutoMTL | NeurIPS | A Programming Framework for Automating Efficient Multi-Task Learning | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| AutoLossZero | CVPR | Searching Loss Functions from Scratch for Generic Tasks | Paper/Code |
| AutoLossGMS | CVPR | Searching Generalized Margin-based Softmax Loss Function for Person Re-identification | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| NASTransfer | AAAI | NASTransfer: Analyzing Architecture Transferability in Large Scale Neural Architecture Search | Paper/Code |
| BCNet | CVPR | Searching for Network Width with Bilaterally Coupled Network | Paper/Code |
| FPNAS | CVPR | Fast Probabilistic Neural Architecture Search | Paper/Code |
| TransNAS | CVPR | Improving Transferability and Generalizability of Cross-Task Neural Architecture Search | Paper/Code |
| JointDetNAS | CVPR | Upgrade Your Detector with NAS, Pruning and Dynamic Distillation | Paper/Code |
| LR | CVPR | Landmark Regularization: Ranking Guided Super-Net Training in Neural Architecture Search | Paper/Code |
| NetAdaptV2 | CVPR | Efficient Neural Architecture Search with Fast Super-Network Training and Architecture Optimization | Paper/Code |
| NEAS | CVPR | One-Shot Neural Ensemble Architecture Search by Diversity-Guided Search Space Shrinking | Paper/Code |
| DSNet | CVPR | Dynamic Slimmable Network | Paper/Code |
| PASNAS | CVPR | Prioritized Architecture Sampling with Monto-Carlo Tree Search | Paper/Code |
| CTNAS | CVPR | Contrastive Neural Architecture Search with Neural Architecture Comparators | Paper/Code |
| OPANAS | CVPR | One-Shot Path Aggregation Network Architecture Search for Object Detection | Paper/Code |
| AttentiveNAS | CVPR | Improving Neural Architecture Search via Attentive Sampling | Paper/Code |
| ReNAS | CVPR | Relativistic Evaluation of Neural Architecture Search | Paper/Code |
| HourNAS | CVPR | Extremely Fast Neural Architecture | Paper/Code |
| ICConv | CVPR | Inception Convolution with Efficient Dilation Search | Paper/Code |
| TE-NAS | ICLR | Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective | Paper/Code |
| DrNAS | ICLR | Dirichlet Neural Architecture Search | Paper/Code |
| PiNAS | ICCV | Improving Neural Architecture Search by Reducing Supernet Training Consistency Shift | Paper/Code |
| FairNAS | ICCV | Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search | Paper/Code |
| GLiT | ICCV | Neural Architecture Search for Global and Local Image Transformer | Paper/Code |
| BNNAS | ICCV | Neural Architecture Search with Batch Normalization | Paper/Code |
| DONNA | ICCV | Distilling Optimal Neural Networks: Rapid Search in Diverse Spaces | Paper/Code |
| HOP | ICCV | Not All Operations Contribute Equally: Hierarchical Operation-adaptive Predictor for Neural Architecture Search | Paper/Code |
| VIMNAS | ICCV | Learning Latent Architectural Distribution in Differentiable Neural Architecture Search via Variational Information Maximization | Paper/Code |
| DDAS | ICCV | Direct Differentiable Augmentation Search | Paper/Code |
| BossNAS | ICCV | Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search | Paper/Code |
| NAS-OoD | ICCV | Neural Architecture Search for Out-of-Distribution Generalization | Paper/Code |
| IDARTS | ICCV | Interactive Differentiable Architecture Search | Paper/Code |
| AutoSpace | ICCV | Neural Architecture Search with Less Human Interference | Paper/Code |
| NSENAS | ICCV | Evolving Search Space for Neural Architecture Search | Paper/Code |
| MNNAS | ICCV | Meta Navigator:Search for a Good Adaptation Policy for Few-shot Learning | Paper/Code |
| OQATNets | ICCV | Once Quantization-Aware Training: High Performance Extremely Low-bit Architecture Search | Paper/Code |
| AutoFormer: | ICCV | Searching Transformers for Visual Recognition | Paper/Code |
| NASLib: | NeurIPS | How Powerful are Performance Predictors in Neural Architecture Search? | Paper/Code |
| TANS: | NeurIPS | Task-Adaptive Neural Network Search with Meta-Contrastive Learning | Paper/Code |
| AutoGL | NeurIPS | Graph Differentiable Architecture Search with Structure Learning | Paper/Code |
| AutoFormerV2 | NeurIPS | Searching the Search Space of Vision Transformer | Paper/Code |
| TSE | NeurIPS | Speedy Performance Estimation for Neural Architecture Search | Paper/Code |
| FNA++ | TPAMI | Fast Network Adaptation via Parameter Remapping and Architecture Search | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| DCNAS | CVPR | Densely Connected Neural Architecture Search for Semantic Image Segmentation | Paper/Code |
| AutoRTNet | IJCV | Real-Time Semantic Segmentation via Auto Depth, Downsampling Joint Decision and Feature Aggregation | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| Global2Local | CVPR | Efficient Structure Search for Video Action Segmentation | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| AutoTSNet | ICCV | Searching for Two-Stream Models in Multivariate Space for Video Recognition | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| RTSRNAS | ICCV | Achieving on-Mobile Real-Time Super-Resolution with Neural Architecture and Pruning Search | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| PointSeaNet | ICCV | Differentiable Convolution Search for Point Cloud Processing | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| DiNTS | CVPR | Differentiable Neural Network Topology Search for 3D Medical Image Segmentation | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| CDS | CVPR | Combined Depth Space based Architecture Search For Person Re-identification | Paper/Code |
| NFS | CVPR | Neural Feature Search for RGB-Infrared Person Re-Identification | Paper/Code |
| CMNAS | ICCV | Cross-Modality Neural Architecture Search for Visible-Infrared Person Re-Identification | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| AdvRush | ICCV | Searching for Adversarially Robust Neural Architectures | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| TASNet | ICCV | Searching for Controllable Image Restoration Networks | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| PyNAS | ICCV | Pyramid Architecture Search for Real-Time Image Deblurring | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| NPPNet | ICCV | Neural Architecture Search for Joint Human Parsing and Pose Estimation | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| ViPNAS | CVPR | Efficient Video Pose Estimation via Neural Architecture Search | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| AutoLoss | ICLR | Loss Function Discovery for Object Detection via Convergence-Simulation Driven Search | Paper/Code |
| AutoSeg-Loss: | ICLR | Searching Metric Surrogates for Semantic Segmentation | Paper/Code |
| AutoBalance | NeurIP | Optimized Loss Functions for Imbalanced Data | Paper/Code |
| APNAS | NeurIP | Searching Parameterized AP Loss for Object Detection | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| SMNAS | AAAI | SM-NAS: Structural-to-Modular Neural Architecture Search for Object Detection | Paper/Code |
| KDNAS | AAAI | Towards Oracle Knowledge Distillation with Neural Architecture Search | Paper/Code |
| NASP | AAAI | Efficient Neural Architecture Search via Proximal Iterations | Paper/Code |
| AlphaX | AAAI | Neural Architecture Search using Deep Neural Networks and Monte Carlo Tree Search | Paper/Code |
| BNAS | AAAI | Binarized Neural Architecture Search | Paper/Code |
| InstaNAS | AAAI | Instance-aware Neural Architecture Search | Paper/Code |
| PGNAS | AAAI | Posterior-Guided Neural Architecture Search | Paper/Code |
| CR-NAS | ICLR | Computation Reallocation for Object Detectionh | Paper/Code |
| OFANAS | ICLR | Once for All: Train One Network and Specialize it for Efficient Deployment | Paper/Code |
| PC-DARTS | ICLR | PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search | Paper/Code |
| AtomNAS | ICLR | Fine-Grained End-to-End Neural Architecture Search | Paper/Code |
| HitDetector | CVPR | Hierarchical Trinity Architecture Search for Object Detection | Paper/Code |
| CARS | CVPR | Continuous Evolution for Efficient Neural Architecture Search | Paper/Code |
| TuNAS | CVPR | Can weight sharing outperform random architecture search? An investigation with TuNAS | Paper/Code |
| AOWS | CVPR | Adaptive and optimal network width search with latency constraints | Paper/Code |
| RDS | CVPR | Rethinking Differentiable Search for Mixed-Precision Neural Networks | Paper/Code |
| Adnet | CVPR | Network Adjustment: Channel Search Guided by FLOPs Utilization Ratio | Paper/Code |
| AdverNAS | CVPR | Network Adjustment: Channel Search Guided by FLOPs Utilization Ratio | Paper/Code |
| MTLNAS | CVPR | Task-Agnostic Neural Architecture Search towards General-Purpose Multi-Task Learning | Paper/Code |
| MiLeNAS | CVPR | Efficient Neural Architecture Search via Mixed-Level Reformulation | Paper/Code |
| DSNAS | CVPR | Direct Neural Architecture Search without Parameter Retraining | Paper/Code |
| SPNAS | CVPR | Serial-to-Parallel Backbone Search for Object Detection | Paper/Code |
| DNA | CVPR | Block-wisely Supervised Neural Architecture Search with Knowledge Distillation | Paper/Code |
| GPNAS | CVPR | Gaussian Process based Neural Architecture Search | Paper/Code |
| AutoNL | CVPR | Neural Architecture Search for Lightweight Non-Local Networks | Paper/Code |
| SGAS | CVPR | Sequential Greedy Architecture Search | Paper/Code |
| MemNAS | CVPR | Memory-Efficient Neural Architecture Search with Grow-Trim Learning | Paper/Code |
| AKD | CVPR | Search to Distill: Pearls are Everywhere but not the Eyes | Paper/Code |
| UNAS | CVPR | Differentiable Architecture Search Meets Reinforcement Learning | Paper/Code |
| FBNetV2 | CVPR | Differentiable Neural Architecture Search for Spatial and Channel Dimensions | Paper/Code |
| EcoNAS | CVPR | Finding Proxies for Economical Neural Architecture Search | Paper/Code |
| DenseNAS | CVPR | Densely Connected Search Space for More Flexible Neural Architecture Search | Paper/Code |
| NSGANetV2 | ECCV | Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search | Paper/Code |
| S2DNAS | ECCV | Transforming Static CNN Model for Dynamic Inference via Neural Architecture Search | Paper/Code |
| UnNAS | ECCV | Are Labels Necessary for Neural Architecture Search? | Paper/Code |
| E2GAN | ECCV | Off-Policy Reinforcement Learning for Efficient and Effective GAN Architecture Search | Paper/Code |
| BigNAS | ECCV | Scaling Up Neural Architecture Search with Big Single-Stage Models | Paper/Code |
| BPNAS | ECCV | Search What You Want: Barrier Panelty NAS for Mixed Precision Quantization | Paper/Code |
| TFNAS | ECCV | Rethinking Three Search Freedoms of Latency-Constrained Differentiable Neural Architecture Search | Paper/Code |
| FairDarts | ECCV | Eliminating Unfair Advantages in Differentiable Architecture Search | Paper/Code |
| SingleNAS | ECCV | Single Path One-Shot Neural Architecture Search with Uniform Sampling | Paper/Code |
| DFA | ECCV | Differentiable Feature Aggregation Search for Knowledge Distillation | Paper/Code |
| ABS | ECCV | Angle-based Search Space Shrinking for Neural Architecture Search | Paper/Code |
| FAD | ECCV | Representation Sharing for Fast Object Detector Search and Beyond | Paper/Code |
| BATS | ECCV | Binary ArchitecTure Search | Paper/Code |
| DANAS | ECCV | Data Adapted Pruning for Efficient Neural Architecture Search | Paper/Code |
| NPNAS | ECCV | Neural Predictor for Neural Architecture Search | Paper/Code |
| CreamNAS | NeurIPS | Cream of the Crop: Distilling Prioritized Paths For One-Shot Neural Architecture Search | Paper/Code |
| ISTA-NAS | NeurIPS | Efficient and Consistent Neural Architecture Search by Sparse Coding | Paper/Code |
| E2NAS | NeurIPS | Differentiable Neural Architecture Search in Equivalent Space with Exploration Enhancement | Paper/Code |
| SemiNAS | NeurIPS | Semi-Supervised Neural Architecture Search | Paper/Code |
| Arch2vec | NeurIPS | Does Unsupervised Architecture Representation Learning Help Neural Architecture Search? | Paper/Code |
| BONAS | NeurIPS | Bridging the Gap between Sample-based and One-shot Neural Architecture Search with BONAS | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| GAS | CVPR | Graph-guided Architecture Search for Real-time Semantic Segmentation | Paper/Code |
| FasterSeg | ICLR | Searching for Faster Real-time Semantic Segmentation | Paper/Code |
| Auto-Panoptic | NeurIPS | Cooperative Multi-Component Architecture Search for Panoptic Segmentation | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| AttentionNAS | ECCV | Spatiotemporal Attention Cell Search for Video Classification | Paper/Code |
| AssembleNet | ICLR | Searching for Multi-Stream Neural Connectivity in Video Architectures | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| CurveLaneNAS | ECCV | Unifying Lane-Sensitive Architecture Search and Adaptive Point Blending | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| ESRNAS | AAAI | Efficient Residual Dense Block Search for Image Super-Resolution | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| CLEARER | NeurIPS | Multi-Scale Neural Architecture Search for Image Restoration | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| C2FNAS | CVPR | Coarse-to-Fine Neural Architecture Search for 3D Medical Image Segmentation | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| PANAS | ECCV | Towards Part-aware Monocular 3D Human Pose Estimation: An Architecture Search Approach | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| BFBox | CVPR | BFBox Searching Face-Appropriate Backbone and Feature Pyramid Network for Face | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| CDCNAS | CVPR | Searching Central Difference Convolutional Networks for Face Anti-Spoofing | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| AutoSTR | ECCV | Efficient Backbone Search for Scene Text Recognition | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| RobNets | CVPR | When NAS Meets Robustness: In Search of Robust Architectures against Adversarial Attacks | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| ABanditNAS | ECCV | Anti-Bandit Neural Architecture Search for Model Defense | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| AIOnet | CVPR | All in One Bad Weather Removal using Architectural Search | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| HiNAS | CVPR | Memory-Efficient Hierarchical Neural Architecture Search for Image Denoising | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| NASDIP | ECCV | Learning Deep Image Prior with Neural Architecture Search | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| HNAS | NeurIPS | Hierarchical Neural Architecture Search for Deep Stereo Matching | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| NASCount | ECCV | Counting-by-Density with Neural Architecture Search | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| NASFCOS | CVPR | Fast Neural Architecture Search for Object Detection | Paper/Code |
| BPE | CVPR | Rethinking Performance Estimation in Neural Architecture Search | Paper/Code |
| BlockSwap | ICLR | Fisher-guided Block Substitution for Network Compression on a Budget | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| TextNAS | AAAI | A Neural Architecture Search Space tailored for Text Representation | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| AENAS | AAAI | Aging Evolution for Image Classifier Architecture Search | Paper/Code |
| SNAS | ICLR | Stochastic Neural Architecture Search | Paper/Code |
| ProxylessNAS | ICLR | ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware | Paper/Code |
| DARTS | ICLR | Differentiable Architecture Search | Paper/Code |
| GDAS | CVPR | Searching for A Robust Neural Architecture in Four GPU Hours | Paper/Code |
| FBNet | CVPR | Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search | Paper/Code |
| MnasNet | CVPR | Platform-Aware Neural Architecture Search for Mobile | Paper/Code |
| RENAS | CVPR | Reinforced Evolutionary Neural Architecture Search | Paper/Code |
| IRLAS | CVPR | Inverse Reinforcement Learning for Architecture Search | Paper/Code |
| EIGEN | CVPR | Ecologically-Inspired GENetic Approach for Neural Network Structure Searching from Scratch | Paper/Code |
| HMNAS | ICCVW | Efficient Neural Architecture Search via Hierarchical Masking | Paper/Code |
| PDarts | ICCV | Progressive Differentiable Architecture Search: Bridging the Depth Gap between Search and Evaluation | Paper/Code |
| MDENAS | ICCV | Multinomial Distribution Learning for Effective Neural Architecture Search | Paper/Code |
| MobileNetV3 | ICCV | Searching for MobileNetV3 | Paper/Code |
| RCNet | ICCV | Resource Constrained Neural Network Architecture Search: Will a Submodularity Assumption Help? | Paper/Code |
| AutoGAN | ICCV | Neural Architecture Search for Generative Adversarial Networks | Paper/Code |
| SETN | ICCV | One-Shot Neural Architecture Search via Self-Evaluated Template Network | Paper/Code |
| FPNAS | ICCV | Fast and Practical Neural Architecture Search | Paper/Code |
| Auto-FPN | ICCV | Automatic Network Architecture Adaptation for Object Detection Beyond Classification | Paper/Code |
| SNAS | MICCAI | Scalable Neural Architecture Search for 3D Medical Image Segmentation | Paper/Code |
| XNAS | NeurIPS | Neural Architecture Search with Expert Advice | Paper/Code |
| DetNAS | NeurIPS | Backbone Search for Object Detection | Paper/Code |
| NATS | NeurIPS | Efficient Neural Architecture Transformation Search in Channel-Level for Object Detection | Paper/Code |
| EFAS | NeurIPS | Efficient Forward Architecture Search | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| FastNAS | CVPR | Fast Neural Architecture Search of Compact Semantic Segmentation Models via Auxiliary Cells | Paper/Code |
| DFNet | CVPR | Partial Order Pruning: for Best Speed/Accuracy Trade-off in Neural Architecture Search | Paper/Code |
| AutoDeepLab | CVPR | Hierarchical Neural Architecture Search for Semantic Image Segmentation | Paper/Code |
| CASNet | CVPR | Customizable Architecture Search for Semantic Segmentation | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| Auto-ReID | ICCV | Searching for a Part-Aware ConvNet for Person Re-Identification | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| AutoDispNet | ICCV | AutoDispNet: Improving Disparity Estimation With AutoML | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| MFAS | CVPR | Multimodal Fusion Architecture Search | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| NPTAS | NeurIPS | Network Pruning via Transformable Architecture Search | Paper/Code |
| Name | Pub. | Title | Links |
|---|---|---|---|
| NASNet | CVPR | Learning Transferable Architectures for Scalable Image Recognition | Paper/Code |
| BlockQNN | CVPR | Practical Block-wise Neural Network Architecture Generation | Paper/Code |
| PNAS | ECCV | Progressive Neural Architecture Search | Paper/Code |
| DPP-Net | ECCV | Device-aware Progressive Search for Pareto-optimal Neural Architectures | Paper/Code |
| HEAS | ICLR | Hierarchical Representations for Efficient Architecture Search | Paper/Code |
| Pub. | Title | Links |
|---|---|---|
| ICLR20 | NAS evaluation is frustratingly hard | Paper/Code |
| ICLR20 | Understanding and Robustifying Differentiable Architecture Search | Paper/Code |
| ICLR20 | Understanding Architectures Learnt by Cell-based Neural Architecture Search | Paper/Code |
| ICLR22 | On Redundancy and Diversity in Cell-based Neural Architecture Search | Paper/Code |
| NeurIPS20 | A Study on Encodings for Neural Architecture Search | Paper/Code |