# 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 |