This is a part of ETRI AIR project. The AIR-Clothing-MA(Multi Attributes) is a kind of mutli-attributes classifier for clothings and their multi attributes.
-
python >= 3.6
-
pytorch >= 1.2
-
RoiAlign
- Download and install RoiAlign module for pytorch from here
Recommend this procedure!! (from ubuntu 18.04)
- download & install cuda 10.2 toolkit
- download & install anaconda python 3.7 version (Linux x86)
- download
- $ sh Anaconda3-2020.02-Linux-x86_64.sh
- install pytorch
- (base)$ conda install pytorch torchvision cudatoolkit=10.2 -c pytorch
- install opencv, matplotlib
- (base)$ pip install opencv-python matplotlib
- install RoIAlign
- Download yolo-v3 model from here and put in 'Air-Clothing-MA root directory'.
- Downoad Clothing-MA model from here and put in 'Air-Clothing-MA root directory'.
- Run 'file_demo.py' to run each image file demostration
- Run 'cam_demo.py' to run web-cam demostration
|
|
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
11 |
12 |
13 |
|
GT values |
Top color(14) |
Top pattern(6) |
Top gender(2) |
Top season(4) |
Top type(7) |
Top sleeves(3) |
Bottom color(14) |
Bottom pattern(6) |
Bottom gender(2) |
Bottom season(4) |
Bottom length(2) |
Bottom type(2) |
leg pose(3) |
|
0 |
null |
null |
null |
null |
null |
null |
null |
null |
null |
null |
null |
null |
null |
|
1 |
white |
plain |
man |
spring |
shirt |
short sleeves |
white |
plain |
man |
spring |
short pants |
pants |
standing |
|
2 |
black |
checker |
woman |
summer |
jumper |
long sleeves |
black |
checker |
woman |
summer |
long pants |
skirt |
sitting |
|
3 |
gray |
dotted |
|
autunm |
jacket |
no sleeves |
gray |
dotted |
|
autunm |
|
|
lying |
|
4 |
pink |
floral |
|
winter |
vest |
|
pink |
floral |
|
winter |
|
|
|
|
5 |
red |
striped |
|
|
parka |
|
red |
striped |
|
|
|
|
|
|
6 |
green |
mixed |
|
|
coat |
|
green |
mixed |
|
|
|
|
|
|
7 |
blue |
|
|
|
dress |
|
blue |
|
|
|
|
|
|
|
8 |
brown |
|
|
|
|
|
brown |
|
|
|
|
|
|
|
9 |
navy |
|
|
|
|
|
navy |
|
|
|
|
|
|
|
10 |
beige |
|
|
|
|
|
beige |
|
|
|
|
|
|
|
11 |
yellow |
|
|
|
|
|
yellow |
|
|
|
|
|
|
|
12 |
purple |
|
|
|
|
|
purple |
|
|
|
|
|
|
|
13 |
orange |
|
|
|
|
|
orange |
|
|
|
|
|
|
|
14 |
mixed |
|
|
|
|
|
mixed |
|
|
|
|
|
|
This software is a part of AIR, and follows the AIR License and Service Agreement.
- This work was supported by the ICT R&D program of MSIP/IITP. [2017-0-00162, Development of Human-care Robot Technology for Aging Society]
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent