# 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 --- Previous: Next: Full Content List [here](https://hackmd.io/@emps-113up/full-list)