---
# System prepended metadata

title: 2022 / 10 / 26 進度
tags: [實驗]

---

# 2022 / 10 / 26 進度

###### tags: `實驗`
[TOC]

### 資料
Train / Valid 8 : 2
| - | Train | Valid  |
| -------- | -------- | --------  | 
| Benign | 225 | 56  |
| Normal | 80 | 20 |
| Malignant | 56 | 18 |


### 做了分Benign+Normal / Malignant的實驗

| Model | Best AUC | Best AUC - Acc  | Threshold |
| -------- | -------- | --------  | ------- |
| Unblance Data | 0.8735 | 0.8298  |
| Blance Data | 0.9211 | 0.8723 |
| Add Last One Feature Mix | 0.9247 | <font color=red>0.9468 | - |
| Add Last One Feature Mix | 0.9408 | <font color=red>0.9043 | 0.67385495 |
| Add Last One Predict | <font color=red>0.9327 | 0.9255 |

### ---------------------------------------------

| Model | Best Acc | Best Acc - AUC  |
| -------- | -------- | --------  | 
| Unblance Data | 0.9255 | 0.8480  |
| Blance Data | 0.9255 | 0.8904 |
| Add Last One Feature Mix | <font color=red>0.9468</font> | <font color=red>0.9247</font> |
| Add Last One Predict | 0.9362 | 0.9181 |


切Patch的說法
挑3~10張 Normal/Benign/Malignant
    
| Model | Best AUC | 
| -------- | -------- | 
| Baseline | 0.8735 | 
| Random balance training data | 0.9211 | 
| Add previous bone-scan in Linear | 0.9327 |
| Add previous bone-scan features mix | <font color=red>0.9408 | 

    
| Patch-base model | mAP50 | mAR50:95 |
| -------- | -------- | -------- | 
| Baseline | 0.5422 | 0.5982 |
| Remove the cut out boxes  | <font color=red>0.6879 | 0.6223 | 
| Overlap patches | 0.6304 | <font color=red>0.6257 | 
    
| Model | mAP50 | mAR50:95 | Time (epoch = 100) |
| -------- | -------- | -------- | -------- | 
| Faster-RCNN | 0.2254 | 0.2750 | 75min | 
| FCOS  | <font color=red>0.2456 | <font color=red>0.2804 | <font color=red>65min | 
| YOLO v7 | 0.2173 | - | 100min | 
    
| Augmentation | mAP50 | mAR50:95 |
| -------- | -------- | -------- | 
| Baseline | 0.5422 | 0.5982 |
| Brightness  | 0.5495 | 0.5976 | 
| Horizontal Flip | <font color=red>0.5619 | 0.6205 | 
| Rotate in 5 | 0.5599 | <font color=red>0.6279 | 
    