---
# System prepended metadata

title: 2021/05/12
tags: [進度報告]

---

# 2021/05/12
###### tags: `進度報告`

## 現在進度
### 論文閱讀
* [Survey 2019-2021](https://hackmd.io/PhLvyxlfST22JBgF7vBSxQ?view)
### 農業計畫
#### Dataset
* All labels in train.csv:
    
    | label                           | count | img                                  |
    | ------------------------------- | ----- | ------------------------------------ |
    | scab                            | 4826  | ![](https://i.imgur.com/JqCGu21.jpg) |
    | healthy                         | 4624  | ![](https://i.imgur.com/DntX2XD.jpg) |
    | frog_eye_leaf_spot              | 3181  | ![](https://i.imgur.com/MJXAeHN.jpg) |
    | rust                            | 1860  | ![](https://i.imgur.com/OG5pV05.jpg) |
    | complex                         | 1602  | ![](https://i.imgur.com/jFp0OWl.jpg) |
    | powdery_mildew                  | 1184  | ![](https://i.imgur.com/FJHVios.jpg) |
    | scab frog_eye_leaf_spot         | 686   | ![](https://i.imgur.com/rNw25XT.jpg) |
    | scab frog_eye_leaf_spot complex | 200   | ![](https://i.imgur.com/laWrjte.jpg) |
    | frog_eye_leaf_spot complex      | 165   | ![](https://i.imgur.com/I7Ez3Vd.jpg) |
    | rust frog_eye_leaf_spot         | 120   | ![](https://i.imgur.com/RT6VSmx.jpg) |
    | rust complex                    | 97    | ![](https://i.imgur.com/TID3jIh.jpg) |
    | powdery_mildew complex          | 87    | ![](https://i.imgur.com/Tro1ves.jpg) |

* Labels
There are only 4 diseases and `complex`, `healthy` in this dataset.
`complex` means that the disease is too complicated to be recognized

    > Unhealthy leaves with too many diseases to classify visually will have the complex class, and may also have a subset of the diseases identified.
    ```
    healthy               4624
    scab                  5712
    frog_eye_leaf_spot    4352
    complex               2151
    rust                  2077
    powdery_mildew        1271
    ```
#### Experimental results
* Single-label method + Single-label dataset
    Use Label Powerset to define labels.
    Contain 12 labels in full dataset.
    `ACC `: 0.8026
* Multi-label method + Single-label dataset
    Same labels rule as method 1
    Only change model into multi-label mode.
    `ACC` : 0.8133
* Multi-label method + Mingle-label dataset
    6 labels (4 diseases + complex and healthy)
    scab frog_eye_leaf_spot complex is seen to 3 labels.
    `ACC `: 0.8484
#### 現在問題
* 自己測試ACC還可以 但Kaggle結果不好
* 用single結果不好 `推測是因為有complex 所以會誤判`
### 實驗室
* 影像處理考卷&作業批改
### 專題生進度
* 專題期末報告 (還在改)
* PPT 製作 (還在改)
* 海報 (設計中)
---
## 未來計畫
### 論文閱讀
* Survey 2019-2021論文 (還在看)
### 農業計畫
### 目前想法
* 目前想法
    * 改現在常用的架構中的骨幹
        * RepVGG (比較新 比較好奇 聽說實驗結果不錯)
        * EfficientNet
    * 可能看一下mutil - label的東西 
    * 學Pytorch