Towards network simplification for low-cost devices by removing synapses
| dc.contributor.author | Bulín, Martin | |
| dc.contributor.author | Šmídl, Luboš | |
| dc.contributor.author | Švec, Jan | |
| dc.date.accessioned | 2019-04-23T08:31:41Z | |
| dc.date.available | 2019-04-23T08:31:41Z | |
| dc.date.issued | 2018 | |
| dc.description.abstract-translated | The deployment of robust neural network based models on low-cost devices touches the problem with hardware constraints like limited memory footprint and computing power. This work presents a general method for a rapid reduction of parameters (80–90%) in a trained (DNN or LSTM) network by removing its redundant synapses, while the classification accuracy is not significantly hurt. The massive reduction of parameters leads to a notable decrease of the model’s size and the actual prediction time of on-board classifiers. We show the pruning results on a simple speech recognition task, however, the method is applicable to any classification data. | en |
| dc.format | 10 s. | cs |
| dc.format.mimetype | application/pdf | |
| dc.identifier.citation | BULÍN, Martin; ŠMÍDL, Luboš; ŠVEC, Jan. Towards network simplification for low-cost devices by removing synapses. In: International conference on speech and computer: SPECOM 2018. Cham: Springer, 2018, p. 58-67. (Lectures notes in computer science; 11096). ISBN 978-3-319-99579-3. | en |
| dc.identifier.doi | https://doi.org/10.1007/978-3-319-99579-3_7 | |
| dc.identifier.isbn | 978-3-319-99579-3 | |
| dc.identifier.uri | http://hdl.handle.net/11025/34329 | |
| dc.language.iso | en | en |
| dc.publisher | Springer | en |
| dc.relation.ispartofseries | Lectures notes in computer science; 11096 | en |
| dc.rights | © Springer | en |
| dc.rights.access | openAccess | en |
| dc.subject | prořezávání synpsí | cs |
| dc.subject | zjednodušení sítě | cs |
| dc.subject | struktura minimální sítě | cs |
| dc.subject | nízkonákladová zařízení | cs |
| dc.subject | rozpoznávání řeči | cs |
| dc.subject.translated | pruning synapses | en |
| dc.subject.translated | network simplification | en |
| dc.subject.translated | minimal network structure | en |
| dc.subject.translated | low-cost devices | en |
| dc.subject.translated | speech recognition | en |
| dc.title | Towards network simplification for low-cost devices by removing synapses | en |
| dc.type | konferenční příspěvek | cs |
| dc.type | conferenceObject | en |
| dc.type.status | Peer-reviewed | en |
| dc.type.version | publishedVersion | en |
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