nmeripo/identifying-clothing-attributes

Pretrained VGG-16 network as feature extractor for Object Recognition (Python, Keras, Scikit-Learn)

Identifying-Clothing-Attributes

Finetuning VGG-16 network

Clothing Attributes Dataset

Normalized Confusion Matrix

identifying-clothing-attributes's Issues

how to predict multiple attributes simultaneously

dear nmeripo：
I think the network you uesed treat the attributes recognition as a classification problem.and only can predict one sub-attribute of the category. i have read some papers about attribute recognize,and those papers usually add K paralleling fc layers(k is the number of the attributes,fc0 prEdict the attribute0,fc1 predict the attribute1...fck predict the attributeK) . so i think you can make a little revise about the network and the data preprocess file. and i will have a try to do this
best
ranran

what dataset you used

hi nmeripo:
i am interesting in attributes recognition recently.could you tell me what dataset you used in your codes ?

Could you please provide the 'preprocessed' folder? Thanks

Dear nmerip,
I have read your paper —"Describing clothing by semantic attributes", which is an amazing project. I want to run your project to detect clothing attributes of some pictures. However, I couldn't run the project without the category_train.csv and category_test.csv which wasn't contained in the dataset. Could you please upload the two files? I will really appreciate.

preprocess.py: KeyError: 'shirt'

Dear NMERIPO,
while i run the program preprocess.py ,it said :KeyError: 'shirt' , the detail as following.
please help me to take a look. I downloaded ClothingAttributeDataset.zip, maybe that something less than your did. if you give me your cvs data: category_test.csv, it will be great appreciated!
cheers
Edward

File "D:/clothing/Identifying-Clothing-Attributes-master/preprocess.py", line 59, in
print (key, round(100 * category_df[key].value_counts()[1]/ float(category_df.shape[0]), 2))

File "D:\dev\IDE\Anaconda3\lib\site-packages\pandas\core\frame.py", line 2139, in getitem

File "D:\dev\IDE\Anaconda3\lib\site-packages\pandas\core\frame.py", line 2146, in _getitem_column

File "D:\dev\IDE\Anaconda3\lib\site-packages\pandas\core\generic.py", line 1842, in _get_item_cache

File "D:\dev\IDE\Anaconda3\lib\site-packages\pandas\core\internals.py", line 3843, in get

File "D:\dev\IDE\Anaconda3\lib\site-packages\pandas\core\indexes\base.py", line 2527, in get_loc

File "pandas/_libs/index.pyx", line 117, in pandas._libs.index.IndexEngine.get_loc

File "pandas/_libs/index.pyx", line 139, in pandas._libs.index.IndexEngine.get_loc

File "pandas/_libs/hashtable_class_helper.pxi", line 1265, in pandas._libs.hashtable.PyObjectHashTable.get_item

File "pandas/_libs/hashtable_class_helper.pxi", line 1273, in pandas._libs.hashtable.PyObjectHashTable.get_item

KeyError: 'shirt'