Infer-HiRes: Accelerating Inference for High-Resolution Images with Quantization and Distributed Deep Learning

Author:

Gulhane Radha1ORCID,Anthony Quentin1ORCID,Shafi Aamir1ORCID,Subramoni Hari1ORCID,Panda Dhabaleswar K.1ORCID

Affiliation:

1. The Ohio State University, USA

Funder

XRAC

National Science Foundation

Publisher

ACM

Reference31 articles.

1. 2014. The CIFAR-10 Dataset. https://www.cs.toronto.edu/ kriz/cifar.html. Accessed: 2024-01-31.

2. 2016. Camelyon 2016. https://camelyon16.grand-challenge.org/. Accessed: 2024-01-31.

3. Hyunho Ahn Tian Chen Nawras Alnaasan Aamir Shafi Mustafa Abduljabbar Hari Subramoni Dhabaleswar K. and Panda. 2023. Performance Characterization of using Quantization for DNN Inference on Edge Devices: Extended Version. arxiv:2303.05016 [cs.PF]

4. Jon Braatz Pranav Rajpurkar Stephanie Zhang Andrew Y. Ng and Jeanne Shen. 2022. Deep Learning-Based Sparse Whole-Slide Image Analysis for the Diagnosis of Gastric Intestinal Metaplasia. arxiv:2201.01449 [eess.IV]

5. ImageNet: A large-scale hierarchical image database

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