

In [1]:

    
from theano.sandbox import cuda
import utils; reload(utils)
from utils import *









    



WARNING (theano.sandbox.cuda): The cuda backend is deprecated and will be removed in the next release (v0.10).  Please switch to the gpuarray backend. You can get more information about how to switch at this URL:
 https://github.com/Theano/Theano/wiki/Converting-to-the-new-gpu-back-end%28gpuarray%29

Using gpu device 0: Tesla K80 (CNMeM is disabled, cuDNN 5103)
Using Theano backend.

VGG



In [2]:

    
(val_classes, train_classes,
 val_labels, train_labels,
 val_filenames, train_filenames,
 test_filenames) = get_classes('data/fish/')









    



Found 3277 images belonging to 8 classes.
Found 500 images belonging to 8 classes.
Found 1000 images belonging to 1 classes.



In [3]:

    
print(val_classes)
print(train_classes)









    



[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 3 3 3 3
 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
 4 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 6
 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7
 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7]
[0 0 0 ..., 7 7 7]



In [4]:

    
print(val_labels)
print(train_labels)









    



[[ 1.  0.  0. ...,  0.  0.  0.]
 [ 1.  0.  0. ...,  0.  0.  0.]
 [ 1.  0.  0. ...,  0.  0.  0.]
 ..., 
 [ 0.  0.  0. ...,  0.  0.  1.]
 [ 0.  0.  0. ...,  0.  0.  1.]
 [ 0.  0.  0. ...,  0.  0.  1.]]
[[ 1.  0.  0. ...,  0.  0.  0.]
 [ 1.  0.  0. ...,  0.  0.  0.]
 [ 1.  0.  0. ...,  0.  0.  0.]
 ..., 
 [ 0.  0.  0. ...,  0.  0.  1.]
 [ 0.  0.  0. ...,  0.  0.  1.]
 [ 0.  0.  0. ...,  0.  0.  1.]]



In [5]:

    
print(val_filenames)
print(train_filenames)
print(test_filenames)









    



['ALB/img_04018.jpg', 'ALB/img_05893.jpg', 'ALB/img_00984.jpg', 'ALB/img_07912.jpg', 'ALB/img_03237.jpg', 'ALB/img_07394.jpg', 'ALB/img_03570.jpg', 'ALB/img_02593.jpg', 'ALB/img_07542.jpg', 'ALB/img_04527.jpg', 'ALB/img_06735.jpg', 'ALB/img_04090.jpg', 'ALB/img_02710.jpg', 'ALB/img_03107.jpg', 'ALB/img_06591.jpg', 'ALB/img_07640.jpg', 'ALB/img_01858.jpg', 'ALB/img_06668.jpg', 'ALB/img_03820.jpg', 'ALB/img_01110.jpg', 'ALB/img_05283.jpg', 'ALB/img_05093.jpg', 'ALB/img_04841.jpg', 'ALB/img_01570.jpg', 'ALB/img_06633.jpg', 'ALB/img_01584.jpg', 'ALB/img_03797.jpg', 'ALB/img_03431.jpg', 'ALB/img_02032.jpg', 'ALB/img_06396.jpg', 'ALB/img_06286.jpg', 'ALB/img_07016.jpg', 'ALB/img_04713.jpg', 'ALB/img_04821.jpg', 'ALB/img_03092.jpg', 'ALB/img_05101.jpg', 'ALB/img_01422.jpg', 'ALB/img_01023.jpg', 'ALB/img_02263.jpg', 'ALB/img_02933.jpg', 'ALB/img_05810.jpg', 'ALB/img_07567.jpg', 'ALB/img_06887.jpg', 'ALB/img_03589.jpg', 'ALB/img_06386.jpg', 'ALB/img_00319.jpg', 'ALB/img_00636.jpg', 'ALB/img_01590.jpg', 'ALB/img_07008.jpg', 'ALB/img_05383.jpg', 'ALB/img_01641.jpg', 'ALB/img_01786.jpg', 'ALB/img_00233.jpg', 'ALB/img_05109.jpg', 'ALB/img_06900.jpg', 'ALB/img_06512.jpg', 'ALB/img_02499.jpg', 'ALB/img_02433.jpg', 'ALB/img_02227.jpg', 'ALB/img_05017.jpg', 'ALB/img_03575.jpg', 'ALB/img_03836.jpg', 'ALB/img_00037.jpg', 'ALB/img_07441.jpg', 'ALB/img_03215.jpg', 'ALB/img_07704.jpg', 'ALB/img_02828.jpg', 'ALB/img_01607.jpg', 'ALB/img_00840.jpg', 'ALB/img_02286.jpg', 'ALB/img_00831.jpg', 'ALB/img_03293.jpg', 'ALB/img_01950.jpg', 'ALB/img_07252.jpg', 'ALB/img_00893.jpg', 'ALB/img_05029.jpg', 'ALB/img_01085.jpg', 'ALB/img_00568.jpg', 'ALB/img_07075.jpg', 'ALB/img_07652.jpg', 'ALB/img_04806.jpg', 'ALB/img_00294.jpg', 'ALB/img_06607.jpg', 'ALB/img_03625.jpg', 'ALB/img_04742.jpg', 'ALB/img_04023.jpg', 'ALB/img_04519.jpg', 'ALB/img_01901.jpg', 'ALB/img_05890.jpg', 'ALB/img_06758.jpg', 'ALB/img_01909.jpg', 'ALB/img_01334.jpg', 'ALB/img_06720.jpg', 'ALB/img_00154.jpg', 'ALB/img_03913.jpg', 'ALB/img_01353.jpg', 'ALB/img_06702.jpg', 'ALB/img_04543.jpg', 'ALB/img_03150.jpg', 'ALB/img_04196.jpg', 'ALB/img_07477.jpg', 'ALB/img_07638.jpg', 'ALB/img_02005.jpg', 'ALB/img_06656.jpg', 'ALB/img_03859.jpg', 'ALB/img_01396.jpg', 'ALB/img_07726.jpg', 'ALB/img_01841.jpg', 'ALB/img_00885.jpg', 'ALB/img_00451.jpg', 'ALB/img_00690.jpg', 'ALB/img_04786.jpg', 'ALB/img_01455.jpg', 'ALB/img_01287.jpg', 'ALB/img_04878.jpg', 'ALB/img_06025.jpg', 'ALB/img_07560.jpg', 'ALB/img_00576.jpg', 'ALB/img_03862.jpg', 'ALB/img_02945.jpg', 'ALB/img_01262.jpg', 'ALB/img_01547.jpg', 'ALB/img_06714.jpg', 'ALB/img_01744.jpg', 'ALB/img_04920.jpg', 'ALB/img_04124.jpg', 'ALB/img_06350.jpg', 'ALB/img_07489.jpg', 'ALB/img_00633.jpg', 'ALB/img_06153.jpg', 'ALB/img_02888.jpg', 'ALB/img_05610.jpg', 'ALB/img_04796.jpg', 'ALB/img_02086.jpg', 'ALB/img_02821.jpg', 'ALB/img_03429.jpg', 'ALB/img_03106.jpg', 'ALB/img_02250.jpg', 'ALB/img_03344.jpg', 'ALB/img_07118.jpg', 'ALB/img_02018.jpg', 'ALB/img_03099.jpg', 'ALB/img_05315.jpg', 'ALB/img_05090.jpg', 'ALB/img_02875.jpg', 'ALB/img_04547.jpg', 'ALB/img_06589.jpg', 'ALB/img_01578.jpg', 'ALB/img_05075.jpg', 'ALB/img_03041.jpg', 'ALB/img_03884.jpg', 'ALB/img_01466.jpg', 'ALB/img_07039.jpg', 'ALB/img_05375.jpg', 'ALB/img_00490.jpg', 'ALB/img_05827.jpg', 'ALB/img_07108.jpg', 'ALB/img_01729.jpg', 'ALB/img_05148.jpg', 'ALB/img_04296.jpg', 'ALB/img_07114.jpg', 'ALB/img_07720.jpg', 'ALB/img_02019.jpg', 'ALB/img_01454.jpg', 'ALB/img_03612.jpg', 'ALB/img_03212.jpg', 'ALB/img_00782.jpg', 'ALB/img_04973.jpg', 'ALB/img_07763.jpg', 'ALB/img_07522.jpg', 'ALB/img_02995.jpg', 'ALB/img_00811.jpg', 'ALB/img_01130.jpg', 'ALB/img_01809.jpg', 'ALB/img_06680.jpg', 'ALB/img_03569.jpg', 'ALB/img_03556.jpg', 'ALB/img_01690.jpg', 'ALB/img_04917.jpg', 'ALB/img_02629.jpg', 'ALB/img_00019.jpg', 'ALB/img_05836.jpg', 'ALB/img_06588.jpg', 'ALB/img_01261.jpg', 'ALB/img_07794.jpg', 'ALB/img_05803.jpg', 'ALB/img_01929.jpg', 'ALB/img_01804.jpg', 'ALB/img_03808.jpg', 'ALB/img_03515.jpg', 'ALB/img_05684.jpg', 'ALB/img_05757.jpg', 'ALB/img_00209.jpg', 'ALB/img_01910.jpg', 'ALB/img_05104.jpg', 'ALB/img_01580.jpg', 'ALB/img_00544.jpg', 'ALB/img_01722.jpg', 'ALB/img_05215.jpg', 'ALB/img_02106.jpg', 'ALB/img_01196.jpg', 'ALB/img_00928.jpg', 'ALB/img_07668.jpg', 'ALB/img_04400.jpg', 'ALB/img_06826.jpg', 'ALB/img_01601.jpg', 'ALB/img_04706.jpg', 'ALB/img_06843.jpg', 'ALB/img_04545.jpg', 'ALB/img_00592.jpg', 'ALB/img_06471.jpg', 'ALB/img_06716.jpg', 'ALB/img_03576.jpg', 'ALB/img_05507.jpg', 'ALB/img_01713.jpg', 'ALB/img_07527.jpg', 'ALB/img_02704.jpg', 'ALB/img_03466.jpg', 'ALB/img_02605.jpg', 'ALB/img_00003.jpg', 'ALB/img_02174.jpg', 'ALB/img_07153.jpg', 'ALB/img_02072.jpg', 'ALB/img_04542.jpg', 'ALB/img_06029.jpg', 'ALB/img_07735.jpg', 'ALB/img_05703.jpg', 'ALB/img_01949.jpg', 'ALB/img_02662.jpg', 'ALB/img_02886.jpg', 'ALB/img_02326.jpg', 'ALB/img_06492.jpg', 'ALB/img_04014.jpg', 'ALB/img_07443.jpg', 'ALB/img_00288.jpg', 'ALB/img_00632.jpg', 'ALB/img_03851.jpg', 'ALB/img_05266.jpg', 'ALB/img_04982.jpg', 'ALB/img_02689.jpg', 'ALB/img_01183.jpg', 'ALB/img_00570.jpg', 'ALB/img_01398.jpg', 'ALB/img_01273.jpg', 'ALB/img_01928.jpg', 'ALB/img_00728.jpg', 'ALB/img_03470.jpg', 'ALB/img_04202.jpg', 'ALB/img_03616.jpg', 'ALB/img_05286.jpg', 'ALB/img_04446.jpg', 'ALB/img_06514.jpg', 'ALB/img_04570.jpg', 'ALB/img_03483.jpg', 'ALB/img_02012.jpg', 'ALB/img_02793.jpg', 'ALB/img_04320.jpg', 'ALB/img_04336.jpg', 'ALB/img_04588.jpg', 'BET/img_06776.jpg', 'BET/img_07059.jpg', 'BET/img_00259.jpg', 'BET/img_00158.jpg', 'BET/img_03051.jpg', 'BET/img_02553.jpg', 'BET/img_00883.jpg', 'BET/img_01696.jpg', 'BET/img_03708.jpg', 'BET/img_06035.jpg', 'BET/img_03565.jpg', 'BET/img_00363.jpg', 'BET/img_03881.jpg', 'BET/img_03315.jpg', 'BET/img_01234.jpg', 'BET/img_05255.jpg', 'BET/img_06862.jpg', 'BET/img_02647.jpg', 'BET/img_03453.jpg', 'BET/img_04914.jpg', 'BET/img_07620.jpg', 'BET/img_03817.jpg', 'DOL/img_00689.jpg', 'DOL/img_04314.jpg', 'DOL/img_04824.jpg', 'DOL/img_07693.jpg', 'DOL/img_05971.jpg', 'DOL/img_06671.jpg', 'DOL/img_06579.jpg', 'DOL/img_04283.jpg', 'DOL/img_05446.jpg', 'DOL/img_04743.jpg', 'DOL/img_01397.jpg', 'DOL/img_06209.jpg', 'DOL/img_02475.jpg', 'DOL/img_05294.jpg', 'DOL/img_06334.jpg', 'LAG/img_00657.jpg', 'LAG/img_03232.jpg', 'LAG/img_05386.jpg', 'LAG/img_06713.jpg', 'LAG/img_05945.jpg', 'LAG/img_04414.jpg', 'LAG/img_01037.jpg', 'LAG/img_05449.jpg', 'LAG/img_07334.jpg', 'LAG/img_06876.jpg', 'NoF/img_06172.jpg', 'NoF/img_04674.jpg', 'NoF/img_05190.jpg', 'NoF/img_01383.jpg', 'NoF/img_06047.jpg', 'NoF/img_02301.jpg', 'NoF/img_06596.jpg', 'NoF/img_07881.jpg', 'NoF/img_07464.jpg', 'NoF/img_00307.jpg', 'NoF/img_05800.jpg', 'NoF/img_07132.jpg', 'NoF/img_04590.jpg', 'NoF/img_02716.jpg', 'NoF/img_03194.jpg', 'NoF/img_07544.jpg', 'NoF/img_04615.jpg', 'NoF/img_07631.jpg', 'NoF/img_07601.jpg', 'NoF/img_05866.jpg', 'NoF/img_07364.jpg', 'NoF/img_02907.jpg', 'NoF/img_03582.jpg', 'NoF/img_02015.jpg', 'NoF/img_04956.jpg', 'NoF/img_05352.jpg', 'NoF/img_07500.jpg', 'NoF/img_03850.jpg', 'NoF/img_06742.jpg', 'NoF/img_07711.jpg', 'NoF/img_07847.jpg', 'NoF/img_00471.jpg', 'NoF/img_02879.jpg', 'NoF/img_02653.jpg', 'NoF/img_01677.jpg', 'NoF/img_02441.jpg', 'NoF/img_00748.jpg', 'NoF/img_00306.jpg', 'NoF/img_06610.jpg', 'NoF/img_01461.jpg', 'NoF/img_06996.jpg', 'NoF/img_06050.jpg', 'NoF/img_06120.jpg', 'NoF/img_01504.jpg', 'NoF/img_07512.jpg', 'NoF/img_01382.jpg', 'NoF/img_00089.jpg', 'NoF/img_04052.jpg', 'NoF/img_01583.jpg', 'NoF/img_04785.jpg', 'NoF/img_03959.jpg', 'NoF/img_05993.jpg', 'NoF/img_04509.jpg', 'NoF/img_00673.jpg', 'NoF/img_07258.jpg', 'OTHER/img_00802.jpg', 'OTHER/img_03395.jpg', 'OTHER/img_00781.jpg', 'OTHER/img_04072.jpg', 'OTHER/img_02831.jpg', 'OTHER/img_07365.jpg', 'OTHER/img_00063.jpg', 'OTHER/img_03716.jpg', 'OTHER/img_01526.jpg', 'OTHER/img_02051.jpg', 'OTHER/img_07254.jpg', 'OTHER/img_05540.jpg', 'OTHER/img_06070.jpg', 'OTHER/img_03132.jpg', 'OTHER/img_03526.jpg', 'OTHER/img_07751.jpg', 'OTHER/img_05223.jpg', 'OTHER/img_05413.jpg', 'OTHER/img_02084.jpg', 'OTHER/img_02419.jpg', 'OTHER/img_05598.jpg', 'OTHER/img_03530.jpg', 'OTHER/img_00397.jpg', 'OTHER/img_04556.jpg', 'OTHER/img_02377.jpg', 'OTHER/img_04380.jpg', 'OTHER/img_02959.jpg', 'OTHER/img_00368.jpg', 'OTHER/img_02160.jpg', 'OTHER/img_04123.jpg', 'OTHER/img_01871.jpg', 'OTHER/img_00433.jpg', 'OTHER/img_04592.jpg', 'OTHER/img_04996.jpg', 'OTHER/img_07922.jpg', 'OTHER/img_02031.jpg', 'OTHER/img_04366.jpg', 'OTHER/img_06136.jpg', 'SHARK/img_01942.jpg', 'SHARK/img_02558.jpg', 'SHARK/img_00409.jpg', 'SHARK/img_03351.jpg', 'SHARK/img_07498.jpg', 'SHARK/img_06385.jpg', 'SHARK/img_07003.jpg', 'SHARK/img_04791.jpg', 'SHARK/img_05519.jpg', 'SHARK/img_03962.jpg', 'SHARK/img_05872.jpg', 'SHARK/img_05873.jpg', 'SHARK/img_00427.jpg', 'SHARK/img_01820.jpg', 'SHARK/img_05464.jpg', 'SHARK/img_03353.jpg', 'SHARK/img_05366.jpg', 'SHARK/img_03170.jpg', 'SHARK/img_07414.jpg', 'SHARK/img_02260.jpg', 'SHARK/img_02469.jpg', 'SHARK/img_02095.jpg', 'SHARK/img_07841.jpg', 'SHARK/img_00685.jpg', 'SHARK/img_07661.jpg', 'YFT/img_02220.jpg', 'YFT/img_03157.jpg', 'YFT/img_05128.jpg', 'YFT/img_00896.jpg', 'YFT/img_07309.jpg', 'YFT/img_00955.jpg', 'YFT/img_05495.jpg', 'YFT/img_02121.jpg', 'YFT/img_02516.jpg', 'YFT/img_02962.jpg', 'YFT/img_05184.jpg', 'YFT/img_06567.jpg', 'YFT/img_01829.jpg', 'YFT/img_05329.jpg', 'YFT/img_03189.jpg', 'YFT/img_05892.jpg', 'YFT/img_02642.jpg', 'YFT/img_04319.jpg', 'YFT/img_02067.jpg', 'YFT/img_04646.jpg', 'YFT/img_07429.jpg', 'YFT/img_01415.jpg', 'YFT/img_03065.jpg', 'YFT/img_06171.jpg', 'YFT/img_04868.jpg', 'YFT/img_02075.jpg', 'YFT/img_06988.jpg', 'YFT/img_07782.jpg', 'YFT/img_06198.jpg', 'YFT/img_07562.jpg', 'YFT/img_06154.jpg', 'YFT/img_04688.jpg', 'YFT/img_02368.jpg', 'YFT/img_06625.jpg', 'YFT/img_01704.jpg', 'YFT/img_06687.jpg', 'YFT/img_06509.jpg', 'YFT/img_07233.jpg', 'YFT/img_07706.jpg', 'YFT/img_02562.jpg', 'YFT/img_04236.jpg', 'YFT/img_07577.jpg', 'YFT/img_06919.jpg', 'YFT/img_07067.jpg', 'YFT/img_00137.jpg', 'YFT/img_00287.jpg', 'YFT/img_04573.jpg', 'YFT/img_07427.jpg', 'YFT/img_00420.jpg', 'YFT/img_02707.jpg', 'YFT/img_05066.jpg', 'YFT/img_03244.jpg', 'YFT/img_03198.jpg', 'YFT/img_07069.jpg', 'YFT/img_02525.jpg', 'YFT/img_05781.jpg', 'YFT/img_02756.jpg', 'YFT/img_05302.jpg', 'YFT/img_00477.jpg', 'YFT/img_07466.jpg', 'YFT/img_03721.jpg', 'YFT/img_07261.jpg', 'YFT/img_04331.jpg', 'YFT/img_04472.jpg', 'YFT/img_00916.jpg', 'YFT/img_05708.jpg', 'YFT/img_04097.jpg', 'YFT/img_04558.jpg', 'YFT/img_06428.jpg', 'YFT/img_00069.jpg', 'YFT/img_00061.jpg', 'YFT/img_07648.jpg', 'YFT/img_03004.jpg', 'YFT/img_01498.jpg', 'YFT/img_00238.jpg', 'YFT/img_01535.jpg']
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'unknown/img_06571.jpg', 'unknown/img_04323.jpg', 'unknown/img_01646.jpg', 'unknown/img_05615.jpg', 'unknown/img_00718.jpg', 'unknown/img_01632.jpg', 'unknown/img_00828.jpg', 'unknown/img_01689.jpg', 'unknown/img_04520.jpg', 'unknown/img_06564.jpg', 'unknown/img_06955.jpg', 'unknown/img_04145.jpg', 'unknown/img_02726.jpg', 'unknown/img_06373.jpg', 'unknown/img_04002.jpg', 'unknown/img_03750.jpg', 'unknown/img_05558.jpg', 'unknown/img_02077.jpg', 'unknown/img_06489.jpg', 'unknown/img_05740.jpg', 'unknown/img_06684.jpg', 'unknown/img_03892.jpg', 'unknown/img_00808.jpg', 'unknown/img_03928.jpg', 'unknown/img_06902.jpg', 'unknown/img_01179.jpg', 'unknown/img_05241.jpg', 'unknown/img_04712.jpg', 'unknown/img_02811.jpg', 'unknown/img_06038.jpg', 'unknown/img_05440.jpg', 'unknown/img_07678.jpg', 'unknown/img_00985.jpg', 'unknown/img_07833.jpg', 'unknown/img_07160.jpg', 'unknown/img_04476.jpg', 'unknown/img_00331.jpg', 'unknown/img_00538.jpg', 'unknown/img_04835.jpg', 'unknown/img_05754.jpg']



In [6]:

    
# removing path
remove_path = lambda y: [x.split('/')[-1] for x in y]
raw_train_filenames = remove_path(train_filenames)
raw_val_filenames = remove_path(val_filenames)
raw_test_filenames = remove_path(test_filenames)



In [7]:

    
train_data = get_data('data/fish/train', (360, 640))
val_data   = get_data('data/fish/valid', (360, 640))
test_data  = get_data('data/fish/test', (360, 640))









    



Found 3277 images belonging to 8 classes.
Found 500 images belonging to 8 classes.
Found 1000 images belonging to 1 classes.



In [8]:

    
from vgg16bn import Vgg16BN
model = Vgg16BN((360, 640)).model
model.pop()



In [9]:

    
model.input_shape









    Out[9]:





(None, 3, 360, 640)



In [10]:

    
model.output_shape









    Out[10]:





(None, 512, 22, 40)



In [11]:

    
model.summary()









    



____________________________________________________________________________________________________
Layer (type)                     Output Shape          Param #     Connected to                     
====================================================================================================
lambda_1 (Lambda)                (None, 3, 360, 640)   0           lambda_input_1[0][0]             
____________________________________________________________________________________________________
zeropadding2d_1 (ZeroPadding2D)  (None, 3, 362, 642)   0           lambda_1[0][0]                   
____________________________________________________________________________________________________
convolution2d_1 (Convolution2D)  (None, 64, 360, 640)  1792        zeropadding2d_1[0][0]            
____________________________________________________________________________________________________
zeropadding2d_2 (ZeroPadding2D)  (None, 64, 362, 642)  0           convolution2d_1[0][0]            
____________________________________________________________________________________________________
convolution2d_2 (Convolution2D)  (None, 64, 360, 640)  36928       zeropadding2d_2[0][0]            
____________________________________________________________________________________________________
maxpooling2d_1 (MaxPooling2D)    (None, 64, 180, 320)  0           convolution2d_2[0][0]            
____________________________________________________________________________________________________
zeropadding2d_3 (ZeroPadding2D)  (None, 64, 182, 322)  0           maxpooling2d_1[0][0]             
____________________________________________________________________________________________________
convolution2d_3 (Convolution2D)  (None, 128, 180, 320) 73856       zeropadding2d_3[0][0]            
____________________________________________________________________________________________________
zeropadding2d_4 (ZeroPadding2D)  (None, 128, 182, 322) 0           convolution2d_3[0][0]            
____________________________________________________________________________________________________
convolution2d_4 (Convolution2D)  (None, 128, 180, 320) 147584      zeropadding2d_4[0][0]            
____________________________________________________________________________________________________
maxpooling2d_2 (MaxPooling2D)    (None, 128, 90, 160)  0           convolution2d_4[0][0]            
____________________________________________________________________________________________________
zeropadding2d_5 (ZeroPadding2D)  (None, 128, 92, 162)  0           maxpooling2d_2[0][0]             
____________________________________________________________________________________________________
convolution2d_5 (Convolution2D)  (None, 256, 90, 160)  295168      zeropadding2d_5[0][0]            
____________________________________________________________________________________________________
zeropadding2d_6 (ZeroPadding2D)  (None, 256, 92, 162)  0           convolution2d_5[0][0]            
____________________________________________________________________________________________________
convolution2d_6 (Convolution2D)  (None, 256, 90, 160)  590080      zeropadding2d_6[0][0]            
____________________________________________________________________________________________________
zeropadding2d_7 (ZeroPadding2D)  (None, 256, 92, 162)  0           convolution2d_6[0][0]            
____________________________________________________________________________________________________
convolution2d_7 (Convolution2D)  (None, 256, 90, 160)  590080      zeropadding2d_7[0][0]            
____________________________________________________________________________________________________
maxpooling2d_3 (MaxPooling2D)    (None, 256, 45, 80)   0           convolution2d_7[0][0]            
____________________________________________________________________________________________________
zeropadding2d_8 (ZeroPadding2D)  (None, 256, 47, 82)   0           maxpooling2d_3[0][0]             
____________________________________________________________________________________________________
convolution2d_8 (Convolution2D)  (None, 512, 45, 80)   1180160     zeropadding2d_8[0][0]            
____________________________________________________________________________________________________
zeropadding2d_9 (ZeroPadding2D)  (None, 512, 47, 82)   0           convolution2d_8[0][0]            
____________________________________________________________________________________________________
convolution2d_9 (Convolution2D)  (None, 512, 45, 80)   2359808     zeropadding2d_9[0][0]            
____________________________________________________________________________________________________
zeropadding2d_10 (ZeroPadding2D) (None, 512, 47, 82)   0           convolution2d_9[0][0]            
____________________________________________________________________________________________________
convolution2d_10 (Convolution2D) (None, 512, 45, 80)   2359808     zeropadding2d_10[0][0]           
____________________________________________________________________________________________________
maxpooling2d_4 (MaxPooling2D)    (None, 512, 22, 40)   0           convolution2d_10[0][0]           
____________________________________________________________________________________________________
zeropadding2d_11 (ZeroPadding2D) (None, 512, 24, 42)   0           maxpooling2d_4[0][0]             
____________________________________________________________________________________________________
convolution2d_11 (Convolution2D) (None, 512, 22, 40)   2359808     zeropadding2d_11[0][0]           
____________________________________________________________________________________________________
zeropadding2d_12 (ZeroPadding2D) (None, 512, 24, 42)   0           convolution2d_11[0][0]           
____________________________________________________________________________________________________
convolution2d_12 (Convolution2D) (None, 512, 22, 40)   2359808     zeropadding2d_12[0][0]           
____________________________________________________________________________________________________
zeropadding2d_13 (ZeroPadding2D) (None, 512, 24, 42)   0           convolution2d_12[0][0]           
____________________________________________________________________________________________________
convolution2d_13 (Convolution2D) (None, 512, 22, 40)   2359808     zeropadding2d_13[0][0]           
====================================================================================================
Total params: 14,714,688
Trainable params: 14,714,688
Non-trainable params: 0
____________________________________________________________________________________________________

Precompute convolutional output



In [13]:

    
model.compile(optimizer=Adam(),
              loss='categorical_crossentropy',
              metrics=['accuracy'])



In [14]:

    
conv_train_features = model.predict(train_data)
conv_test_features  = model.predict(test_data)
conv_val_features   = model.predict(val_data)

Fully convolutional net (FCN)

Since we're using a larger input, the output of the final convolutional layer is also larger. So, we probably don't want to put a dense layer in there - that would be a lot of parameters! Instead, let's use a fully convolutional net (FCN); this also has the benefit that they tend to generalize well, and also seems like a good fit for our problem (since the fish are a small part of the image)



In [16]:

    
lrg_model = Sequential([
    BatchNormalization(axis=1, input_shape=model.output_shape[1:]),
    Convolution2D(128, 3, 3, activation='relu', border_mode='same'),
    BatchNormalization(axis=1),
    MaxPooling2D(),
    Convolution2D(128, 3, 3, activation='relu', border_mode='same'),
    BatchNormalization(axis=1),
    MaxPooling2D(),
    Convolution2D(128, 3, 3, activation='relu', border_mode='same'),
    BatchNormalization(axis=1),
    MaxPooling2D((1,2)),
    Convolution2D(8, 3, 3, border_mode='same'),
    Dropout(0.),
    GlobalAveragePooling2D(),
    Activation('softmax')
])



In [17]:

    
lrg_model.summary()









    



____________________________________________________________________________________________________
Layer (type)                     Output Shape          Param #     Connected to                     
====================================================================================================
batchnormalization_1 (BatchNorma (None, 512, 22, 40)   2048        batchnormalization_input_1[0][0] 
____________________________________________________________________________________________________
convolution2d_14 (Convolution2D) (None, 128, 22, 40)   589952      batchnormalization_1[0][0]       
____________________________________________________________________________________________________
batchnormalization_2 (BatchNorma (None, 128, 22, 40)   512         convolution2d_14[0][0]           
____________________________________________________________________________________________________
maxpooling2d_6 (MaxPooling2D)    (None, 128, 11, 20)   0           batchnormalization_2[0][0]       
____________________________________________________________________________________________________
convolution2d_15 (Convolution2D) (None, 128, 11, 20)   147584      maxpooling2d_6[0][0]             
____________________________________________________________________________________________________
batchnormalization_3 (BatchNorma (None, 128, 11, 20)   512         convolution2d_15[0][0]           
____________________________________________________________________________________________________
maxpooling2d_7 (MaxPooling2D)    (None, 128, 5, 10)    0           batchnormalization_3[0][0]       
____________________________________________________________________________________________________
convolution2d_16 (Convolution2D) (None, 128, 5, 10)    147584      maxpooling2d_7[0][0]             
____________________________________________________________________________________________________
batchnormalization_4 (BatchNorma (None, 128, 5, 10)    512         convolution2d_16[0][0]           
____________________________________________________________________________________________________
maxpooling2d_8 (MaxPooling2D)    (None, 128, 5, 5)     0           batchnormalization_4[0][0]       
____________________________________________________________________________________________________
convolution2d_17 (Convolution2D) (None, 8, 5, 5)       9224        maxpooling2d_8[0][0]             
____________________________________________________________________________________________________
dropout_1 (Dropout)              (None, 8, 5, 5)       0           convolution2d_17[0][0]           
____________________________________________________________________________________________________
globalaveragepooling2d_1 (Global (None, 8)             0           dropout_1[0][0]                  
____________________________________________________________________________________________________
activation_1 (Activation)        (None, 8)             0           globalaveragepooling2d_1[0][0]   
====================================================================================================
Total params: 897,928
Trainable params: 896,136
Non-trainable params: 1,792
____________________________________________________________________________________________________



In [18]:

    
lrg_model.compile(optimizer=Adam(lr=0.001),
                loss='categorical_crossentropy',
                metrics=['accuracy'])



In [19]:

    
lrg_model.fit(conv_train_features, train_labels,
            batch_size=64,
            nb_epoch=2,
            validation_data=(conv_val_features, val_labels),
            verbose=2)









    



Train on 3277 samples, validate on 500 samples
Epoch 1/2
12s - loss: 0.6398 - acc: 0.7995 - val_loss: 1.0175 - val_acc: 0.7160
Epoch 2/2
12s - loss: 0.1045 - acc: 0.9741 - val_loss: 0.3921 - val_acc: 0.8880






    Out[19]:





<keras.callbacks.History at 0x7f1afe221c90>



In [21]:

    
lrg_model.optimizer.lr=1e-5



In [23]:

    
lrg_model.fit(conv_train_features, train_labels,
            batch_size=64,
            nb_epoch=6,
            validation_data=(conv_val_features, val_labels),
            verbose=2)









    



Train on 3277 samples, validate on 500 samples
Epoch 1/6
12s - loss: 0.0395 - acc: 0.9918 - val_loss: 0.3559 - val_acc: 0.9160
Epoch 2/6
12s - loss: 0.0138 - acc: 0.9973 - val_loss: 0.2941 - val_acc: 0.9300
Epoch 3/6
12s - loss: 0.0075 - acc: 0.9985 - val_loss: 0.2244 - val_acc: 0.9500
Epoch 4/6
12s - loss: 0.0016 - acc: 1.0000 - val_loss: 0.2323 - val_acc: 0.9560
Epoch 5/6
12s - loss: 0.0069 - acc: 0.9988 - val_loss: 0.2560 - val_acc: 0.9440
Epoch 6/6
12s - loss: 0.0045 - acc: 0.9991 - val_loss: 0.2376 - val_acc: 0.9460






    Out[23]:





<keras.callbacks.History at 0x7f1af5f5a4d0>

Bounding boxes and Multi-Output



In [29]:

    
import ujson as json
anno_classes = ['alb', 'bet', 'dol', 'lag', 'other', 'shark', 'yft']
bb_json = {}
for c in anno_classes:
    j = json.load(open('{}annos/{}_labels.json'.format('data/fish/', c), 'r'))
    for l in j:
        if 'annotations' in l.keys() and len(l['annotations'])>0:
            bb_json[l['filename'].split('/')[-1]] = sorted(
                l['annotations'], key=lambda x: x['height']*x['width'])[-1]



In [31]:

    
bb_json['img_04908.jpg']









    Out[31]:





{u'class': u'rect',
 u'height': 246.75000000000074,
 u'width': 432.8700000000013,
 u'x': 465.3000000000014,
 u'y': 496.32000000000147}



In [32]:

    
train_file2idx = {o:i for i,o in enumerate(raw_train_filenames)}
val_file2idx   = {o:i for i,o in enumerate(raw_val_filenames)}



In [33]:

    
train_file2idx









    Out[33]:





{'img_04866.jpg': 1909,
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 'img_04433.jpg': 221,
 'img_03905.jpg': 1408,
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 'img_03525.jpg': 2531,
 'img_04941.jpg': 1882,
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 'img_07102.jpg': 1816,
 'img_02856.jpg': 196,
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 ...}



In [34]:

    
# for any images that have no annotations, we'll create an empty bounding box
empty_bbox = {'height': 0., 'width': 0., 'x':0., 'y': 0.}



In [35]:

    
for x in raw_train_filenames:
    if not x in bb_json.keys(): bb_json[x] = empty_bbox
for x in raw_val_filenames:
    if not x in bb_json.keys(): bb_json[x] = empty_bbox



In [37]:

    
# convert the coordinates to our resized 224x224 images
def convert_bb(bb, size):
    bb = [bb[p] for p in ['height', 'width', 'x', 'y']]
    conv_x = (224. / size[0])
    conv_y = (224. / size[1])
    bb[0]  = bb[0]*conv_y
    bb[1]  = bb[1]*conv_x
    bb[2] = max(bb[2]*conv_x, 0)
    bb[3] = max(bb[3]*conv_y, 0)
    return bb



In [41]:

    
raw_train_sizes = [PIL.Image.open('data/fish/train/' + x).size for x in train_filenames]
raw_val_sizes   = [PIL.Image.open('data/fish/valid/' + x).size for x in val_filenames]



In [42]:

    
train_bbox = np.stack([convert_bb(bb_json[f], s) for f,s in zip(raw_train_filenames, raw_train_sizes)])
val_bbox   = np.stack([convert_bb(bb_json[f], s) for f,s in zip(raw_val_filenames, raw_val_sizes)])



In [48]:

    
def plot_bb(i):
    bb = val_bbox[i]
    plot(val_data[i])
    plt.gca().add_patch(
        plt.Rectangle((bb[2], bb[3]), bb[1], bb[0], color='red', fill=False, lw=3)
    )



In [50]:

    
%matplotlib inline
plot_bb(0)



In [51]:

    
# functional api
inp = Input(conv_layers[-1].output_shape[1:])
x   = MaxPooling2D()(inp)
x   = BatchNormalization(axis=1)(x)
x   = Dropout(0.6/4)(x)
x   = Flatten()(x)
x   = Dense(512, activation='relu')(x)
x   = BatchNormalization()(x)
x   = Dropout(0.6)(x)
x   = Dense(512, activation='relu')(x)
x   = BatchNormalization()(x)
x   = Dropout(0.6/2)(x)
y_bb= Dense(4, name='bb')(x)
y_c = Dense(8, activation='softmax', name='class')(x)



In [53]:

    
# multi-output
model = Model([inp], [y_bb, y_c])
model.compile(optimizer=Adam(lr=0.001),
             loss=['mse', 'categorical_crossentropy'],
             metrics=['accuracy'],
             loss_weights=[0.001, 1.])



In [55]:

    
model.fit(conv_train_features,
         [train_bbox, train_labels],
         batch_size=64,
         nb_epoch=3,
         validation_data=(conv_val_features, [val_bbox, val_labels]),
         verbose=2)









    



Train on 3277 samples, validate on 500 samples
Epoch 1/3
2s - loss: 6.1254 - bb_loss: 5011.8386 - class_loss: 1.1135 - bb_acc: 0.4269 - class_acc: 0.6802 - val_loss: 5.0604 - val_bb_loss: 4126.9438 - val_class_loss: 0.9335 - val_bb_acc: 0.6240 - val_class_acc: 0.8540
Epoch 2/3
2s - loss: 5.0594 - bb_loss: 4715.9312 - class_loss: 0.3435 - bb_acc: 0.5035 - class_acc: 0.8969 - val_loss: 4.2419 - val_bb_loss: 3948.8752 - val_class_loss: 0.2930 - val_bb_acc: 0.6120 - val_class_acc: 0.9280
Epoch 3/3
2s - loss: 4.3860 - bb_loss: 4225.5337 - class_loss: 0.1604 - bb_acc: 0.5407 - class_acc: 0.9551 - val_loss: 3.7398 - val_bb_loss: 3525.3611 - val_class_loss: 0.2144 - val_bb_acc: 0.5980 - val_class_acc: 0.9500






    Out[55]:





<keras.callbacks.History at 0x7fac268ef410>



In [56]:

    
model.optimizer.lr = 1e-5



In [57]:

    
model.fit(conv_train_features,
         [train_bbox, train_labels],
         batch_size=64,
         nb_epoch=10,
         validation_data=(conv_val_features, [val_bbox, val_labels]),
         verbose=2)









    



Train on 3277 samples, validate on 500 samples
Epoch 1/10
2s - loss: 3.6836 - bb_loss: 3576.5528 - class_loss: 0.1070 - bb_acc: 0.5713 - class_acc: 0.9744 - val_loss: 3.1965 - val_bb_loss: 3018.1244 - val_class_loss: 0.1784 - val_bb_acc: 0.6200 - val_class_acc: 0.9580
Epoch 2/10
2s - loss: 2.8978 - bb_loss: 2833.9687 - class_loss: 0.0638 - bb_acc: 0.6125 - class_acc: 0.9808 - val_loss: 2.5159 - val_bb_loss: 2326.3000 - val_class_loss: 0.1896 - val_bb_acc: 0.6300 - val_class_acc: 0.9580
Epoch 3/10
2s - loss: 2.0807 - bb_loss: 2021.9270 - class_loss: 0.0587 - bb_acc: 0.6555 - class_acc: 0.9860 - val_loss: 1.7954 - val_bb_loss: 1633.4680 - val_class_loss: 0.1619 - val_bb_acc: 0.6800 - val_class_acc: 0.9640
Epoch 4/10
2s - loss: 1.3105 - bb_loss: 1257.8471 - class_loss: 0.0526 - bb_acc: 0.6820 - class_acc: 0.9847 - val_loss: 1.1698 - val_bb_loss: 1004.9433 - val_class_loss: 0.1649 - val_bb_acc: 0.7400 - val_class_acc: 0.9660
Epoch 5/10
2s - loss: 0.7551 - bb_loss: 714.5281 - class_loss: 0.0406 - bb_acc: 0.7293 - class_acc: 0.9887 - val_loss: 0.8049 - val_bb_loss: 616.7377 - val_class_loss: 0.1882 - val_bb_acc: 0.7700 - val_class_acc: 0.9620
Epoch 6/10
2s - loss: 0.4815 - bb_loss: 451.3000 - class_loss: 0.0302 - bb_acc: 0.7644 - class_acc: 0.9927 - val_loss: 0.6497 - val_bb_loss: 448.6869 - val_class_loss: 0.2010 - val_bb_acc: 0.8100 - val_class_acc: 0.9640
Epoch 7/10
2s - loss: 0.3562 - bb_loss: 324.0724 - class_loss: 0.0321 - bb_acc: 0.7861 - class_acc: 0.9893 - val_loss: 0.5782 - val_bb_loss: 364.2015 - val_class_loss: 0.2140 - val_bb_acc: 0.8300 - val_class_acc: 0.9580
Epoch 8/10
2s - loss: 0.3170 - bb_loss: 279.8198 - class_loss: 0.0372 - bb_acc: 0.7885 - class_acc: 0.9896 - val_loss: 0.5034 - val_bb_loss: 322.5204 - val_class_loss: 0.1809 - val_bb_acc: 0.8420 - val_class_acc: 0.9560
Epoch 9/10
2s - loss: 0.2928 - bb_loss: 258.6411 - class_loss: 0.0342 - bb_acc: 0.7913 - class_acc: 0.9893 - val_loss: 0.5594 - val_bb_loss: 311.6683 - val_class_loss: 0.2478 - val_bb_acc: 0.8400 - val_class_acc: 0.9580
Epoch 10/10
2s - loss: 0.2668 - bb_loss: 238.0042 - class_loss: 0.0288 - bb_acc: 0.7861 - class_acc: 0.9905 - val_loss: 0.5220 - val_bb_loss: 296.2229 - val_class_loss: 0.2258 - val_bb_acc: 0.8300 - val_class_acc: 0.9660






    Out[57]:





<keras.callbacks.History at 0x7fac28146d10>



In [ ]: