# 01/23/25 Meeting Notes #19 # This Week's Progress 這週進度 ## Datasets ### Classification Model #1 | Item Type | Count | | --- | --- | | 01Dress | 3761 | | 02Shirt | 4017 | | 03Tshirt | 4377 | | 04Hoodie | 3343 | | 05Sweater | 3052 | | 06PoloShirt | 3032 | | 07Pants | 4899 | | 08Shorts | 3849 | | 09Skirt | 3022 | | 10Flats | 3871 | | 11Heels | 3010 | | 12Shoes | 3165 | | 13Sneakers | 3816 | - Will have slight changes due to misclassification of some images. ` 由于某些图像的错误分类,将会有轻微的变化。` - Will continue model2 dataset after sorting out model1 dataset. ` 整理完 model1 数据集后,将继续 model2 数据集。` ## Classification Model 1 ### Hierarchy Structure `层次结构` ![image](https://hackmd.io/_uploads/SkVkuOCvJg.png) ### Comparison between with and without using hierarchy structure `使用和不使用层次结构的比较` ![image](https://hackmd.io/_uploads/SJilduRD1x.png) ### Loss and accuracy graph without hierarchy structure `无层次结构的损失和准确率图` ![model(88.19%)](https://hackmd.io/_uploads/B1fut_0wJg.jpg) | Model | Confusion Matrix | Loss & Accuracy Graph | |:---------------:|:-----------------------------------------------------------------------:|:------------------------------------------------------------------------:| | big_category.pt | ![big_category_load(97.18%)](https://hackmd.io/_uploads/B12PjO0DJe.jpg) | ![big_category_train(97.18%)](https://hackmd.io/_uploads/HkdAodCvJg.jpg) | | top.pt | ![top_train(86.30%)](https://hackmd.io/_uploads/BJ3qsu0Pke.jpg) | ![top_train(86.30%)](https://hackmd.io/_uploads/rJzx3_ADke.jpg) | | bottom.pt | ![bottom_train(93.83%)](https://hackmd.io/_uploads/SJOdoOCwJe.jpg) | ![bottom_train(93.83%)](https://hackmd.io/_uploads/Hydis_0P1g.jpg) | | footwear.pt | ![footwear_train(91.07%)](https://hackmd.io/_uploads/HyFYjO0P1e.jpg) | ![footwear_train(91.07%)](https://hackmd.io/_uploads/rJz13uAvJl.jpg) | | | without hierarchy | big_category | top | bottom | footwear | |:-------------------:|:-----------------:|:------------:|:------:|:------:|:--------:| | Training accuracy | 88.02% | 97.21% | 88.08% | 93.74% | 91.24% | | Validation accuracy | 88.65% | 97.51% | 87.27% | 93.88% | 91.91% | | Testing accuracy | 88.19% | 97.18% | 86.30% | 93.83% | 91.07% | ### Training, Validating, and Training dataset: | | Train (70%) | Val (15%) | Test (15%) | |:----------- |:-----------:|:---------:|:----------:| | 01Dress | 2632 | 564 | 565 | | 02Shirt | 2811 | 602 | 604 | | 03Tshirt | 3063 | 656 | 658 | | 04Hoodie | 2340 | 501 | 502 | | 05Sweater | 2136 | 457 | 459 | | 06PoloShirt | 2122 | 454 | 456 | | 07Pants | 3429 | 734 | 736 | | 08Shorts | 2694 | 577 | 578 | | 09Skirt | 2115 | 453 | 454 | | 10Flats | 2709 | 580 | 582 | | 11Heels | 2107 | 451 | 452 | | 12Shoes | 2215 | 474 | 476 | | 13Sneakers | 2671 | 572 | 573 | | total | 3304 | 7075 | 7095 | ## Classification Model 2 |Confusion Matrix|Loss & Acc Graph| |---|---| |![train_confmat(69.91%)](https://hackmd.io/_uploads/B1zpMK0DJg.jpg)|![train_graph(69.91%)](https://hackmd.io/_uploads/rk1sfYCD1l.jpg)| ## NSTC Proposal 1. Question regarding number paging. (四)頁碼編寫:請對摘要及目錄部分用羅馬字 I 、II、 III......標在每頁下方中央;報告內容至附錄部分請以阿拉伯數字 1.2.3.......順序標在每頁下方中央。 2. Second update on proposal due? # To Do 需做 - Modify proposal - Submit proposal 5feb, meeting with prof 6feb - Change location of misplaced datasets in model1 - VISUELLE dataset divide top # Next Weeks's Meeting 下週會議 - Finish sorting dataset for model1 - Continue dataset for model2 --- Previous: Next: Full Content List [here](https://hackmd.io/@emps-113up/full-list)