一文了解 ECB 重參數技巧

• Post author:darwin
• Post published:2023 年 10 月 27 日
• Post category:文獻閱讀
• Post comments:1 Comment

Edge-oriented Convolution Block for Real-time Super Resolution on Mobile Devices (ECB) 本文提出了一個針對高效超分辨率（SR）設計的可重參數化建構塊，名為邊緣導向卷積塊（ECB）。大多數現有研究致力於減少模型參數和FLOPs，但這可能並不一定在移動設備上提高運行速度。ECB通過多路徑提取特徵，包括普通的3×3卷積、通道擴展和壓縮卷積，以及從中間特徵中提取的一階和二階空間導數。在推理階段，這些多個操作可以合併成單個3×3卷積。

Continue Reading一文了解 ECB 重參數技巧

Very deep convolutional networks for large-scale image recognition(VGG)

• Post author:darwin
• Post published:2022 年 8 月 19 日
• Post category:文獻閱讀
• Post comments:0 Comments

一.abstract 本論文架構是依序著alexnet的理念...

Continue ReadingVery deep convolutional networks for large-scale image recognition(VGG)

Making Convolutional Networks Shift-Invariant Again

• Post author:darren1231
• Post published:2022 年 3 月 24 日
• Post category:文獻閱讀
• Post comments:0 Comments

abstract 本篇論文是解決卷積網路平移不變性的問題，即...

Continue ReadingMaking Convolutional Networks Shift-Invariant Again

SSD(2) Bounding-Box regression

• Post author:darren1231
• Post published:2022 年 3 月 20 日
• Post category:文獻閱讀
• Post comments:0 Comments

以往我們對神經網路的概念都只是侷限在於輸入一張圖片然後對輸出...

Continue ReadingSSD(2) Bounding-Box regression

SSD:Single shot multibox detector

• Post author:darren1231
• Post published:2022 年 3 月 19 日
• Post category:文獻閱讀
• Post comments:0 Comments

SSD:Single shot multibox detec...

Continue ReadingSSD:Single shot multibox detector

A study of Q-learning considering negative rewards

• Post author:darren1231
• Post published:2022 年 1 月 26 日
• Post category:文獻閱讀
• Post comments:0 Comments

Main idea 大部分的時間Q-learning 都沒有...

Continue ReadingA study of Q-learning considering negative rewards

Deep Residual Learning for Image Recognition

• Post author:darren1231
• Post published:2019 年 9 月 24 日
• Post category:文獻閱讀
• Post comments:0 Comments

1.abstract 此篇文章說明越深的網路越難學，經由此篇...

Continue ReadingDeep Residual Learning for Image Recognition

Channel Pruning for Accelerating Very Deep Neural Networks

• Post author:darren1231
• Post published:2019 年 2 月 26 日
• Post category:文獻閱讀
• Post comments:1 Comment

Channel Pruning for Accelerati...

Continue ReadingChannel Pruning for Accelerating Very Deep Neural Networks

Building efficient convnets using redundant feature pruning

• Post author:darren1231
• Post published:2019 年 1 月 21 日
• Post category:文獻閱讀
• Post comments:0 Comments

Building efficient convnets us...

Continue ReadingBuilding efficient convnets using redundant feature pruning

Visualizing and Understanding Convolutional Networks

• Post author:darren1231
• Post published:2018 年 7 月 31 日
• Post category:文獻閱讀
• Post comments:0 Comments

Visualizing and Understanding ...

Continue ReadingVisualizing and Understanding Convolutional Networks