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ModelZoo
FLAVR_pytorch
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44d260f8
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44d260f8
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May 06, 2025
by
chenzk
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## 模型结构
FLAVR模型是一个3D U-Net模型,通过拓展2D U-Net,将2D卷积替换为3D卷积而得到的。该模型能够更准确地对输入帧之间的时间动态进行建模,从而获得更好的插值质量。


## 算法原理
3D U-Net结构、encoder部分采用ResNet-3D,decoder部分采用3D TransConv,以及Spatio-Temporal Feature Gating !
[](
https://developer.
hpccube.com
/codes/modelzoo/flavr_pytorch/-/raw/master/doc/%E5%8E%9F%E7%90%86.png
)
3D U-Net结构、encoder部分采用ResNet-3D,decoder部分采用3D TransConv,以及Spatio-Temporal Feature Gating !
[](
https://developer.
sourcefind.cn
/codes/modelzoo/flavr_pytorch/-/raw/master/doc/%E5%8E%9F%E7%90%86.png
)
## 环境配置
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@@ -41,7 +41,7 @@ docker exec -it flavr /bin/bash
### Anaconda(方法三)
关于本项目DCU显卡所需的特殊深度学习库可从
[
光合
](
https://developer.
hpccube.com
/tool/
)
开发者社区下载安装。
关于本项目DCU显卡所需的特殊深度学习库可从
[
光合
](
https://developer.
sourcefind.cn
/tool/
)
开发者社区下载安装。
```
DTK驱动:dtk24.04.3
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@@ -107,7 +107,7 @@ python main.py --batch_size 32 --test_batch_size 32 --dataset vimeo90K_septuplet
测试图


### 精度
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@@ -131,7 +131,7 @@ python main.py --batch_size 32 --test_batch_size 32 --dataset vimeo90K_septuplet
## 源码仓库及问题反馈
*
https://developer.
hpccube.com
/codes/modelzoo/flavr_pytorch
*
https://developer.
sourcefind.cn
/codes/modelzoo/flavr_pytorch
## 参考资料
*
https://github.com/tarun005/FLAVR
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