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readme with result
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imheumi committed Jun 27, 2019
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27 changes: 22 additions & 5 deletions readme.md
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Expand Up @@ -61,6 +61,8 @@ python train.py --is_train false --uncertainty "combined" --n_samples 25 [or 5,

### 1.3 Requirements

- Python3.7

- Pytorch >= 1.0
- Torchvision
- distutils
Expand All @@ -69,6 +71,10 @@ python train.py --is_train false --uncertainty "combined" --n_samples 25 [or 5,

## 2. Experiment

This is not official implementation.



### 2.1 Network & Datset

- Autoencoder based on [Bayesian Segnet](https://arxiv.org/abs/1511.02680)
Expand All @@ -84,12 +90,23 @@ python train.py --is_train false --uncertainty "combined" --n_samples 25 [or 5,

### 2.2 Results

This is not official implementation
#### 2.2.1 PSNR

Combined > Aleatoric > Normal (w/o D.O) > Epistemic > Normal (w/ D.O)

<img src="./WHAT_asset/psnr.png" alt="drawing" width="400"/>



#### 2.2.2 Images

<img src="./WHAT_asset/label.png" alt="drawing" width="400"/> Input / Label

<img src="./WHAT_asset/com.png" alt="drawing" width="400"/> Combined

<img src="./WHAT_asset/al.png" alt="drawing" width="400"/> Aleatoric

#### 2.2.1 Loss
<img src="./WHAT_asset/ep.png" alt="drawing" width="400"/>Epistemic

#### 2.2.2 PSNR

Combined > Aleatoric > Normal-drop0.0 > Epistemic > Normal-drop0.2

#### 2.2.3 Images

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