Classifier to detect clothing type

Hi
I have a project to design a classifier to detect clothing type.
Requirements
1. Classifier to detect clothing type .
Pretrained model or model from the scratch to detect clothing type (Shirt , Tshirt , polo, hoodi, coat, jerkin , business suit , half sleeves , full sleeves , pant , skirt etc)
2. Video frames should be read via Webcam and stream it in to vlc media player. Results should be sent through json to local host .
3. Model accuracy should be more than 96% .
4. All model files , python scripts should be sent .
5. Don't use the model links already I sent u. They never give good results already I test them.
6. Find following attachments for reference.


I already tried these models but results are poor.

https://github.com/liuziwei7/fashion-detection
https://github.com/HiKapok/tf.fashionAI
https://github.com/simaiden/Clothing-Detection/tree/master/tests
https://github.com/simaiden/Clothing-Detection
https://github.com/tensorflow/tpu/tree/master/models/official/detection/projects/fashionpedia
https://github.com/KMnP/fashionpedia-api
https://github.com/tensorflow/tpu/tree/master/models/official/detection/projects/fashionpedia
https://github.com/KMnP/fashionpedia-api
https://github.com/KMnP/fashionpedia-api/blob/master/fashionpedia_demo.ipynb
https://github.com/switchablenorms/DeepFashion2
https://github.com/open-mmlab/mmfashion
https://github.com/zalandoresearch/fashion-mnist
https://github.com/khanhnamle1994/fashion-mnist
https://www.kaggle.com/julienbeaulieu/imaterialist-detectron2
https://github.com/tsennikova/fashion-ai