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Машинное обучение на мобильных телефонах

441 байт добавлено, 18:13, 23 января 2021
Вес современных нейронных сетей
{| class="wikitable" style="width=50%"
! model || input size || param memory || future memory|| method
|-
| [https://github.com/albanie/convnet-burden/blob/master/reports/rfcn-res50-pascal.md rfcn-res50-pascal] || 600 x 850 || 122 MB || 1 GB|| [https://arxiv.org/abs/1605.06409 r-fcn]
|-
| [https://github.com/albanie/convnet-burden/blob/master/reports/rfcn-res101-pascal.md rfcn-res101-pascal] || 600 x 850 || 194 MB || 2 GB|| [https://arxiv.org/abs/1605.06409 r-fcn]
|-
| [https://github.com/albanie/convnet-burden/blob/master/reports/ssd-pascal-vggvd-300.md ssd-pascal-vggvd-300] || 300 x 300 || 100 MB || 116 MB|| [https://link.springer.com/chapter/10.1007%2F978-3-319-46448-0_2 ssd]
|-
| [https://github.com/albanie/convnet-burden/blob/master/reports/ssd-pascal-vggvd-512.md ssd-pascal-vggvd-512] || 512 x 512 || 104 MB || 337 MB [https://link.springer.com/chapter/10.1007%2F978-3-319-46448-0_2 ssd]
|-
| [https://github.com/albanie/convnet-burden/blob/master/reports/ssd-pascal-mobilenet-ft.md ssd-pascal-mobilenet-ft] || 300 x 300 || 22 MB || 37 MB|| [https://link.springer.com/chapter/10.1007%2F978-3-319-46448-0_2 ssd]
|-
| [https://github.com/albanie/convnet-burden/blob/master/reports/faster-rcnn-vggvd-pascal.md aster-rcnn-vggvd-pascal] || 600 x 850 || 523 MB || 600 MB|| [http://papers.nips.cc/paper/5638-faster-r-cnn-towards-real-time-object-detection-with-region-proposal-networks faster-rcnn]
|-
|}
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