---
# System prepended metadata

title: '1/9/25 Meeting Notes #17'
tags: [meetings]

---

# 1/9/25 Meeting Notes #17
# This Week's Progress 這週進度

## Classification Model #1:
Trained 4 models `訓練了四個模型`:
1. `分主類` classify into dress, upper, lower, and footwear (accuracy: 97.79%) 
2. `分類上衣`  classify into shirt, t-shirt, hoodie, sweater, polo shirt (accuracy: 90.04%) 
3. `分類下裝` classify into pants, shorts, skirt (accuracy: 93.97%)
4. `分類鞋子` classify into flats, heels, shoes, sneakers (accuracy: 88.84%)
![all_train_graph(97.17)](https://hackmd.io/_uploads/rJ5W2-wUyg.png)
![all_train(97.79%)](https://hackmd.io/_uploads/BkceDWDLkg.jpg)
![upper_train_graph(89.22)](https://hackmd.io/_uploads/S1wG2-PUyx.png)
![upper_train(90.04%)](https://hackmd.io/_uploads/ByuzPbDIJe.jpg)
![lower_train_graph(93.21)](https://hackmd.io/_uploads/SJy7hWv8yl.png)
![lower_train(93.97%)](https://hackmd.io/_uploads/H1LQDbwLyg.jpg)
![footwear_train_graph(88.84)](https://hackmd.io/_uploads/Hkv72ZwUyx.png)
![footwear_load(88.84%)](https://hackmd.io/_uploads/HJXxO-DLJe.jpg)


- combined 4 models into one 四合一 (accuracy: 90.12%):
![FINAL_load(90.12%)](https://hackmd.io/_uploads/SJHJi-w8yl.jpg)


## Dataset
- There were multiple duplicates found in dataset for classification model #1
Examples:
![comparison_00a413b63f8ab0e8c26a2b3eef9783c6](https://hackmd.io/_uploads/ry-t9bPUkx.jpg)
![comparison_0b41f4bf7740658b9fdca8f08991d622](https://hackmd.io/_uploads/r1Mc5ZvLkg.jpg)
![comparison_3f81a18ffcd485a5d5348b73b321b447](https://hackmd.io/_uploads/r1ToqZwI1e.jpg)
![comparison_0b6ca9fc70c1c877b1aa309a5c50e285](https://hackmd.io/_uploads/S1ntqbvUJx.jpg)
![comparison_4ba2a0af2c357f53171f02bdb3dae38c](https://hackmd.io/_uploads/BkQh5WP8Je.jpg)
- We removed the duplicates. The number of dataset for model 1 decreased from ***43087*** to ***38521***. (about 4.5k duplicates removed)
    * 3761 files in 01Dress
    * 4017 files in 02Shirt
    * 4377 files in 03Tshirt
    * ***1492*** files in 04Hoodie
    * ***2053*** files in 05Sweater
    * **1396** files in 06PoloShirt
    * 4899 files in 07Pants
    * 3849 files in 08Shorts
    * 3022 files in 09Skirt
    * 3871 files in 10Flats
    * ***265*** files in 11Heels
    * ***1703*** files in 12Shoes
    * 3816 files in 13Sneakers
    
* Model2 dataset 
    * 220 Bohemian 
    * 1588 Casual 
        * 419 beach 
        * 1169 casual
    * 1528 Formal 
    * 1510 Semi-Formal 
        * 308 buisness casual 
        * 917 classic
        * 285 preppy
    * 349 Sporty 
    * 380 Streetwear
    
## Backend
- Made the backend for basic account management, upload image (using the model to classify the image), delete item, and edit category (by user). `建立後端，用於基本的帳戶管理、上傳圖片（使用模型對圖片進行分類）、刪除項目，以及編輯分類（由用戶操作）。`

- Tested on a simple frontend (web-based) `在簡單的前端（網頁）進行測試`

# To Do 需做

# Next Weeks's Meeting 下週會議

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