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Simba: Scaling Deep-Learning Inference with Multi-Chip-Module-Based Architecture

Proceedings of the 52nd Annual IEEE/ACM International Symposium on Microarchitecture, 2019, p.14-27

2019

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Progressive Neural Architecture Search

Computer Vision – ECCV 2018, p.19-35

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SGAS: Sequential Greedy Architecture Search

2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020, p.1617-1627

2020

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A cloud-scale acceleration architecture

2016 49th Annual IEEE/ACM International Symposium on Microarchitecture (MICRO), 2016, p.1-13

2016

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Rethinking the Inception Architecture for Computer Vision

2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016, p.2818-2826

2016

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Practical Block-Wise Neural Network Architecture Generation

2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2018, p.2423-2432

2018

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beta-DARTS: Beta-Decay Regularization for Differentiable Architecture Search

2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, p.10864-10873

2022

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Rethinking Architecture Design for Tackling Data Heterogeneity in Federated Learning

2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, Vol.2022, p.10051-10061

2022

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Convolutional Neural Network Architecture for Geometric Matching

2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017, p.39-48

2017

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HyGCN: A GCN Accelerator with Hybrid Architecture

2020 IEEE International Symposium on High Performance Computer Architecture (HPCA), 2020, p.15-29

2020

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Retinex-inspired Unrolling with Cooperative Prior Architecture Search for Low-light Image Enhancement

2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021, p.10556-10565

2021

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Gated Siamese Convolutional Neural Network Architecture for Human Re-identification

Computer Vision – ECCV 2016, p.791-808

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A Style-Based Generator Architecture for Generative Adversarial Networks

2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019, p.4396-4405

2019

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ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design

Computer Vision – ECCV 2018, p.122-138

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SpArch: Efficient Architecture for Sparse Matrix Multiplication

2020 IEEE International Symposium on High Performance Computer Architecture (HPCA), 2020, p.261-274

2020

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Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image Segmentation

2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019, p.82-92

2019

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Searching for a Robust Neural Architecture in Four GPU Hours

2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019, p.1761-1770

2019

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Stream-dataflow acceleration

2017 ACM/IEEE 44th Annual International Symposium on Computer Architecture (ISCA), 2017, p.416-429

2017

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MFAS: Multimodal Fusion Architecture Search

2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019, p.6959-6968

2019

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MnasNet: Platform-Aware Neural Architecture Search for Mobile

2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019, p.2815-2823

2019

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TResNet: High Performance GPU-Dedicated Architecture

2021 IEEE Winter Conference on Applications of Computer Vision (WACV), 2021, p.1399-1408

2021

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Random Fill Cache Architecture

2014 47th Annual IEEE/ACM International Symposium on Microarchitecture, 2014, p.203-215

2014

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NAS-FPN: Learning Scalable Feature Pyramid Architecture for Object Detection

2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019, p.7029-7038

2019

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NetVLAD: CNN Architecture for Weakly Supervised Place Recognition

2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016, p.5297-5307

2016

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X3D: Expanding Architectures for Efficient Video Recognition

2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020, p.200-210

Feichtenhofer, Christoph

2020

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Simba: Scaling Deep-Learning Inference with Multi-Chip-Module-Based Architecture

Progressive Neural Architecture Search

SGAS: Sequential Greedy Architecture Search

A cloud-scale acceleration architecture

Rethinking the Inception Architecture for Computer Vision

Practical Block-Wise Neural Network Architecture Generation

beta-DARTS: Beta-Decay Regularization for Differentiable Architecture Search

Rethinking Architecture Design for Tackling Data Heterogeneity in Federated Learning

Convolutional Neural Network Architecture for Geometric Matching

HyGCN: A GCN Accelerator with Hybrid Architecture

Retinex-inspired Unrolling with Cooperative Prior Architecture Search for Low-light Image Enhancement

Gated Siamese Convolutional Neural Network Architecture for Human Re-identification

A Style-Based Generator Architecture for Generative Adversarial Networks

ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design

SpArch: Efficient Architecture for Sparse Matrix Multiplication

Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image Segmentation

Searching for a Robust Neural Architecture in Four GPU Hours

Stream-dataflow acceleration

MFAS: Multimodal Fusion Architecture Search

MnasNet: Platform-Aware Neural Architecture Search for Mobile

TResNet: High Performance GPU-Dedicated Architecture

Random Fill Cache Architecture

NAS-FPN: Learning Scalable Feature Pyramid Architecture for Object Detection

NetVLAD: CNN Architecture for Weakly Supervised Place Recognition

X3D: Expanding Architectures for Efficient Video Recognition

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