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resnet-zap50k's Introduction

resnet-zap50k

Resnet based model for the Zappos50K dataset http://vision.cs.utexas.edu/projects/finegrained/utzap50k/ . It does classification on both categories and colors. It also lets you extract intermediate features.

Requirements

You need torch to run this code. You will also need a bunch of packages.

$ luarocks install nngraph
$ luarocks install csvigo
$ luarocks install optim
$ luarocks install nn
$ luarocks install pprint
$ luarocks install manifold
$ luarocks install cURL
$ luarocks install cjson
$ luarocks install hdf5

How to run the code

Train:

luajit main.lua -dataset shoes2

Create intermediate features (vectors from the last layer of the network):

luajit main.lua -restore 1 -dataset shoes2 -confidence 1

resnet-zap50k's People

Contributors

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resnet-zap50k's Issues

cURL

rzai@rzai00:~/resnet-zap50k$ luarocks install cURL
Installing https://raw.githubusercontent.com/torch/rocks/master/curl-0.1-0.rockspec...
Using https://raw.githubusercontent.com/torch/rocks/master/curl-0.1-0.rockspec... switching to 'build' mode
Cloning into 'curl'...
remote: Counting objects: 6, done.
remote: Compressing objects: 100% (5/5), done.
remote: Total 6 (delta 1), reused 4 (delta 1), pack-reused 0
Receiving objects: 100% (6/6), done.
Resolving deltas: 100% (1/1), done.
Checking connectivity... done.
Updating manifest for /home/rzai/torch/install/lib/luarocks/rocks
curl 0.1-0 is now built and installed in /home/rzai/torch/install/ (license: BSD)

rzai@rzai00:/resnet-zap50k$ th main.lua -dataset shoes2
/home/rzai/torch/install/bin/luajit: /home/rzai/torch/install/share/lua/5.1/trepl/init.lua:384: module 'cURL' not found:No LuaRocks module found for cURL
no field package.preload['cURL']
no file '/home/rzai/.luarocks/share/lua/5.1/cURL.lua'
no file '/home/rzai/.luarocks/share/lua/5.1/cURL/init.lua'
no file '/home/rzai/torch/install/share/lua/5.1/cURL.lua'
no file '/home/rzai/torch/install/share/lua/5.1/cURL/init.lua'
no file './cURL.lua'
no file '/home/rzai/torch/install/share/luajit-2.1.0-beta1/cURL.lua'
no file '/usr/local/share/lua/5.1/cURL.lua'
no file '/usr/local/share/lua/5.1/cURL/init.lua'
no file '/home/rzai/.luarocks/lib/lua/5.1/cURL.so'
no file '/home/rzai/torch/install/lib/lua/5.1/cURL.so'
no file '/home/rzai/torch/install/lib/cURL.so'
no file './cURL.so'
no file '/usr/local/lib/lua/5.1/cURL.so'
no file '/usr/local/lib/lua/5.1/loadall.so'
stack traceback:
[C]: in function 'error'
/home/rzai/torch/install/share/lua/5.1/trepl/init.lua:384: in function 'require'
main.lua:6: in main chunk
[C]: in function 'dofile'
...rzai/torch/install/lib/luarocks/rocks/trepl/scm-1/bin/th:145: in main chunk
[C]: at 0x00406670
rzai@rzai00:/resnet-zap50k$
rzai@rzai00:~/resnet-zap50k$

rzai@rzai00:~/resnet-zap50k$ luarocks list
Warning: Failed loading manifest for /home/rzai/.luarocks/lib/luarocks/rocks: /home/rzai/.luarocks/lib/luarocks/rocks/manifest: No such file or directory

Installed rocks:

argcheck
scm-1 (installed) - /home/rzai/torch/install/lib/luarocks/rocks

class
scm-1 (installed) - /home/rzai/torch/install/lib/luarocks/rocks

csvigo
scm-1 (installed) - /home/rzai/torch/install/lib/luarocks/rocks

cudnn
scm-1 (installed) - /home/rzai/torch/install/lib/luarocks/rocks

cunn
scm-1 (installed) - /home/rzai/torch/install/lib/luarocks/rocks

curl
0.1-0 (installed) - /home/rzai/torch/install/lib/luarocks/rocks

what about the dataset?

rzai@rzai00:~/prj/resnet-zap50k$ th main.lua -dataset shoes2 2>&1 | tee yknote---log
/home/rzai/torch/install/bin/luajit: /home/rzai/torch/install/share/lua/5.1/csvigo/File.lua:78: data/multi-training.csv: No such file or directory
stack traceback:
[C]: in function 'error'

i don't find the multi-training.csv in UT Zappos50K dataset

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