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.
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python >= 3.6
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pytorch >= 1.2
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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
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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 |
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autunm |
jacket |
no sleeves |
gray |
dotted |
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autunm |
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lying |
4 |
pink |
floral |
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winter |
vest |
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pink |
floral |
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winter |
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5 |
red |
striped |
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parka |
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red |
striped |
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6 |
green |
mixed |
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coat |
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green |
mixed |
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7 |
blue |
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dress |
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blue |
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8 |
brown |
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brown |
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9 |
navy |
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navy |
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10 |
beige |
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beige |
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11 |
yellow |
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yellow |
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12 |
purple |
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purple |
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13 |
orange |
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orange |
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14 |
mixed |
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mixed |
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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]