English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Plus annual

Presents the access of premium content as premium feature

Premium Content

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Tools annual

Global: Zendy Free Plan

Global: Zendy Tools monthly

Global: Zendy Plus monthly

Convolutional neural networks (CNNs) are becoming increasingly deeper, wider,and non-linear because of the growing demand on prediction accuracy andanalysis quality. The wide and deep CNNs, however, require a large amount ofcomputing resources and processing time. Many previous works have studied modelpruning to improve inference performance, but little work has been done foreffectively reducing training cost. In this paper, we propose ClickTrain: anefficient and accurate end-to-end training and pruning framework for CNNs.Different from the existing pruning-during-training work, ClickTrain provideshigher model accuracy and compression ratio via fine-grainedarchitecture-preserving pruning. By leveraging pattern-based pruning with ourproposed novel accurate weight importance estimation, dynamic patterngeneration and selection, and compiler-assisted computation optimizations,ClickTrain generates highly accurate and fast pruned CNN models for directdeployment without any extra time overhead, compared with the baselinetraining. ClickTrain also reduces the end-to-end time cost of thepruning-after-training method by up to 2.3X with comparable accuracy andcompression ratio. Moreover, compared with the state-of-the-artpruning-during-training approach, ClickTrain provides significant improvementsboth accuracy and compression ratio on the tested CNN models and datasets,under similar limited training time.

ClickTrain: Efficient and Accurate End-to-End Deep Learning Training via Fine-Grained Architecture-Preserving Pruning