Sculpting Efficiency: Pruning Medical Imaging Models for On-Device
Inference

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Sculpting Efficiency: Pruning Medical Imaging Models for On-Device Inference

10 September 2023

Sudarshan Sreeram

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Papers citing "Sculpting Efficiency: Pruning Medical Imaging Models for On-Device Inference"

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Title
Efficient Medical Image Segmentation Based on Knowledge Distillation Dian Qin Jiajun Bu Zhe Liu Xin Shen Sheng Zhou Jingjun Gu Zhihong Wang Lei Wu Hui-Fen Dai 56 129 0 23 Aug 2021
Zero-Cost Proxies for Lightweight NAS Mohamed S. Abdelfattah Abhinav Mehrotra Łukasz Dudziak Nicholas D. Lane 75 260 0 20 Jan 2021
Iteratively Pruned Deep Learning Ensembles for COVID-19 Detection in Chest X-rays S. Rajaraman Jenifer Siegelman P. Alderson Lucas S. Folio L. Folio Sameer Kiran Antani 41 267 0 16 Apr 2020
What is the State of Neural Network Pruning? Davis W. Blalock Jose Javier Gonzalez Ortiz Jonathan Frankle John Guttag 275 1,053 0 06 Mar 2020
Rethinking the Value of Network Pruning Zhuang Liu Mingjie Sun Tinghui Zhou Gao Huang Trevor Darrell 36 1,474 0 11 Oct 2018
SNIP: Single-shot Network Pruning based on Connection Sensitivity Namhoon Lee Thalaiyasingam Ajanthan Philip Torr VLM 266 1,207 0 04 Oct 2018
To prune, or not to prune: exploring the efficacy of pruning for model compression Michael Zhu Suyog Gupta 197 1,281 0 05 Oct 2017
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 232 8,488 0 17 Jun 2017
Exploring the Regularity of Sparse Structure in Convolutional Neural Networks Huizi Mao Song Han Jeff Pool Wenshuo Li Xingyu Liu Yu Wang W. Dally 105 244 0 24 May 2017
Pruning Filters for Efficient ConvNets Hao Li Asim Kadav Igor Durdanovic H. Samet H. Graf 3DPC 195 3,705 0 31 Aug 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 267 18,267 0 02 Jun 2016
Learning both Weights and Connections for Efficient Neural Networks Song Han Jeff Pool J. Tran W. Dally CVBM 313 6,700 0 08 Jun 2015