DPD
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Deformable part descriptor project page
Deformable Part Descriptors (DPD)
This code accompanies the ICCV 2013 paper Deformable Part Descriptors for Fine-grained Recognition and Attribute Prediction.
===
User Configuration
[TODO: streamline these directory paths for minimal user setup]in dpd_set_up.m:
scratchdir = /scratch %for KDES features, DPD features, etc
if strcmp(database, 'bird')
dataset_base = /path/to/CUB200-2011 %you edit this
elseif strcmp(database, 'cub200')
dataset_base = /path/to/CUB200-2010 %you edit this
elseif strcmp(database, 'human')
dataset_base = /path/to/berkeley-human-attributes-dataset %you edit this
end
===
Running DPD+DeCAF demos
Here's how to automatically classify CUB200-2011 birds using Deformable Part Descriptors with DeCAF convolutional features:TODO: set scratch dir somewhere (env var?) TODO: add scratch directory argument: dpd_decaf(dpd_scratch)
#Option 1: run DPD+DeCAF in one line
./run_dpd_decaf.sh #this script does each step of DPD+DeCAF pipeline
#Option 2: run DPD+DeCAF steps one at a time
./extract_dpm_parts.sh #calls into ffld_dpm/build/ffld
./run_dpd_decaf_features.sh #DeCAF convnet features on DPM parts
matlab
>dpd_decaf; %weak pooling, SVM training, SVM classification
#dpd_decaf is hard-coded for this config: (weak pooling; CUB200_2011; trainAndTest).
# not too hard to modify, though.
===
Running DPD+KDES demos
Here's how to automatically classify CUB200-2011 birds using Deformable Part Descriptors with Kernel Descriptors (KDES):matlab
>run_dpd('bird', 0, 0); %runs all images through each DPD pipeline step, in batch mode
%arguments: run_dpd_kdes('class', 0=weakPooling 1=strongPooling, 0=trainAndTest 1=trainOnly);
%assume: DPM part bounding boxes are already extracted and located in a subdirectory of dpd_scratch
===
Reorganizing directories
```Shellmove: dpd_set_up -> dpd_kdes_set_up thirdparty/ffld_dpm ./ffld_dpm
new: dpd/dpd_decaf mv train_test/dpd_decaf.m dpd_decaf/dpd_decaf.m mv ./dpd_decaf_features.py dpd_decaf/dpd_decaf_features.py dpd/dpd_kdes mv train_test dpd_kdes common/{cksvd*, kdes_cholesky} -> dpd_kdes dpd/old mv dpd/test_realtime old mv dpd/test_realtime_cpp old mv thirdparty old/thirdparty
mv fgcomp old/fgcomp #just a script to convert FGcomp labels to pascal format
add: dpd_decaf_set_up.sh #just point to dpd_scratch directory location
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