diff --git a/.gitignore b/.gitignore
index 9057c39d..46f4dbcf 100644
--- a/.gitignore
+++ b/.gitignore
@@ -3,7 +3,6 @@
 *.csv
 *.out
 *.png
-*.sh
 mnist/
 data/
 caffe/
diff --git a/Makefile b/Makefile
index 1d1fdf2b..0a029e9c 100644
--- a/Makefile
+++ b/Makefile
@@ -1,5 +1,5 @@
-GPU=0
-OPENCV=0
+GPU=1
+OPENCV=1
 DEBUG=0
 
 ARCH= -arch=sm_52
diff --git a/cfg/vgg-16.cfg b/cfg/vgg-16.cfg
index db4b8804..e296eb94 100644
--- a/cfg/vgg-16.cfg
+++ b/cfg/vgg-16.cfg
@@ -6,6 +6,7 @@ width=256
 channels=3
 learning_rate=0.00001
 momentum=0.9
+seen=0
 decay=0.0005
 
 [crop]
@@ -146,6 +147,7 @@ output=1000
 activation=linear
 
 [softmax]
+groups=1
 
 [cost]
 type=sse
diff --git a/data/inet.labels.list b/data/inet.labels.list
new file mode 100644
index 00000000..cc2d3261
--- /dev/null
+++ b/data/inet.labels.list
@@ -0,0 +1,1000 @@
+n02119789
+n02100735
+n02110185
+n02096294
+n02102040
+n02066245
+n02509815
+n02124075
+n02417914
+n02123394
+n02125311
+n02423022
+n02346627
+n02077923
+n02110063
+n02447366
+n02109047
+n02089867
+n02102177
+n02091134
+n02092002
+n02071294
+n02442845
+n02504458
+n02092339
+n02098105
+n02096437
+n02114712
+n02105641
+n02128925
+n02091635
+n02088466
+n02096051
+n02117135
+n02138441
+n02097130
+n02493509
+n02457408
+n02389026
+n02443484
+n02110341
+n02089078
+n02086910
+n02445715
+n02093256
+n02113978
+n02106382
+n02441942
+n02113712
+n02113186
+n02105162
+n02415577
+n02356798
+n02488702
+n02123159
+n02098413
+n02422699
+n02114855
+n02094433
+n02111277
+n02132136
+n02119022
+n02091467
+n02106550
+n02422106
+n02091831
+n02120505
+n02104365
+n02086079
+n02112706
+n02098286
+n02095889
+n02484975
+n02137549
+n02500267
+n02129604
+n02090721
+n02396427
+n02108000
+n02391049
+n02412080
+n02108915
+n02480495
+n02110806
+n02128385
+n02107683
+n02085936
+n02094114
+n02087046
+n02100583
+n02096177
+n02494079
+n02105056
+n02101556
+n02123597
+n02481823
+n02105505
+n02088094
+n02085782
+n02489166
+n02364673
+n02114548
+n02134084
+n02480855
+n02090622
+n02113624
+n02093859
+n02403003
+n02097298
+n02108551
+n02493793
+n02107142
+n02096585
+n02107574
+n02107908
+n02086240
+n02102973
+n02112018
+n02093647
+n02397096
+n02437312
+n02483708
+n02097047
+n02106030
+n02099601
+n02093991
+n02110627
+n02106166
+n02326432
+n02108089
+n02097658
+n02088364
+n02111129
+n02100236
+n02486261
+n02115913
+n02486410
+n02487347
+n02099849
+n02108422
+n02104029
+n02492035
+n02110958
+n02099429
+n02094258
+n02099267
+n02395406
+n02112350
+n02109961
+n02101388
+n02113799
+n02095570
+n02128757
+n02101006
+n02115641
+n02097209
+n02342885
+n02097474
+n02120079
+n02095314
+n02088238
+n02408429
+n02133161
+n02328150
+n02410509
+n02492660
+n02398521
+n02112137
+n02510455
+n02093428
+n02105855
+n02111500
+n02085620
+n02123045
+n02490219
+n02099712
+n02109525
+n02454379
+n02111889
+n02088632
+n02090379
+n02443114
+n02361337
+n02105412
+n02483362
+n02437616
+n02107312
+n02325366
+n02091032
+n02129165
+n02102318
+n02100877
+n02074367
+n02504013
+n02363005
+n02102480
+n02113023
+n02086646
+n02497673
+n02087394
+n02127052
+n02116738
+n02488291
+n02091244
+n02114367
+n02130308
+n02089973
+n02105251
+n02134418
+n02093754
+n02106662
+n02444819
+n01882714
+n01871265
+n01872401
+n01877812
+n01873310
+n01883070
+n04086273
+n04507155
+n04147183
+n04254680
+n02672831
+n02219486
+n02317335
+n01968897
+n03452741
+n03642806
+n07745940
+n02690373
+n04552348
+n02692877
+n02782093
+n04266014
+n03344393
+n03447447
+n04273569
+n03662601
+n02951358
+n04612504
+n02981792
+n04483307
+n03095699
+n03673027
+n03947888
+n02687172
+n04347754
+n04606251
+n03478589
+n04389033
+n03773504
+n02860847
+n03218198
+n02835271
+n03792782
+n03393912
+n03895866
+n02797295
+n04204347
+n03791053
+n03384352
+n03272562
+n04310018
+n02704792
+n02701002
+n02814533
+n02930766
+n03100240
+n03594945
+n03670208
+n03770679
+n03777568
+n04037443
+n04285008
+n03444034
+n03445924
+n03785016
+n04252225
+n03345487
+n03417042
+n03930630
+n04461696
+n04467665
+n03796401
+n03977966
+n04065272
+n04335435
+n04252077
+n04465501
+n03776460
+n04482393
+n04509417
+n03538406
+n03599486
+n03868242
+n02804414
+n03125729
+n03131574
+n03388549
+n02870880
+n03018349
+n03742115
+n03016953
+n04380533
+n03337140
+n03891251
+n02791124
+n04429376
+n03376595
+n04099969
+n04344873
+n04447861
+n03179701
+n03982430
+n03201208
+n03290653
+n04550184
+n07742313
+n07747607
+n07749582
+n07753113
+n07753275
+n07753592
+n07754684
+n07760859
+n07768694
+n12267677
+n12620546
+n13133613
+n11879895
+n12144580
+n12768682
+n03854065
+n04515003
+n03017168
+n03249569
+n03447721
+n03720891
+n03721384
+n04311174
+n02787622
+n02992211
+n04536866
+n03495258
+n02676566
+n03272010
+n03110669
+n03394916
+n04487394
+n03494278
+n03840681
+n03884397
+n02804610
+n03838899
+n04141076
+n03372029
+n11939491
+n12057211
+n09246464
+n09468604
+n09193705
+n09472597
+n09399592
+n09421951
+n09256479
+n09332890
+n09428293
+n09288635
+n03498962
+n03041632
+n03658185
+n03954731
+n03995372
+n03649909
+n03481172
+n03109150
+n02951585
+n03970156
+n04154565
+n04208210
+n03967562
+n03000684
+n01514668
+n01514859
+n01518878
+n01530575
+n01531178
+n01532829
+n01534433
+n01537544
+n01558993
+n01560419
+n01580077
+n01582220
+n01592084
+n01601694
+n01608432
+n01614925
+n01616318
+n01622779
+n01795545
+n01796340
+n01797886
+n01798484
+n01806143
+n01806567
+n01807496
+n01817953
+n01818515
+n01819313
+n01820546
+n01824575
+n01828970
+n01829413
+n01833805
+n01843065
+n01843383
+n01847000
+n01855032
+n01855672
+n01860187
+n02002556
+n02002724
+n02006656
+n02007558
+n02009912
+n02009229
+n02011460
+n02012849
+n02013706
+n02018207
+n02018795
+n02025239
+n02027492
+n02028035
+n02033041
+n02037110
+n02017213
+n02051845
+n02056570
+n02058221
+n01484850
+n01491361
+n01494475
+n01496331
+n01498041
+n02514041
+n02536864
+n01440764
+n01443537
+n02526121
+n02606052
+n02607072
+n02643566
+n02655020
+n02640242
+n02641379
+n01664065
+n01665541
+n01667114
+n01667778
+n01669191
+n01675722
+n01677366
+n01682714
+n01685808
+n01687978
+n01688243
+n01689811
+n01692333
+n01693334
+n01694178
+n01695060
+n01704323
+n01697457
+n01698640
+n01728572
+n01728920
+n01729322
+n01729977
+n01734418
+n01735189
+n01737021
+n01739381
+n01740131
+n01742172
+n01744401
+n01748264
+n01749939
+n01751748
+n01753488
+n01755581
+n01756291
+n01629819
+n01630670
+n01631663
+n01632458
+n01632777
+n01641577
+n01644373
+n01644900
+n04579432
+n04592741
+n03876231
+n03483316
+n03868863
+n04251144
+n03691459
+n03759954
+n04152593
+n03793489
+n03271574
+n03843555
+n04332243
+n04265275
+n04330267
+n03467068
+n02794156
+n04118776
+n03841143
+n04141975
+n02708093
+n03196217
+n04548280
+n03544143
+n04355338
+n03891332
+n04328186
+n03197337
+n04317175
+n04376876
+n03706229
+n02841315
+n04009552
+n04356056
+n03692522
+n04044716
+n02879718
+n02950826
+n02749479
+n04090263
+n04008634
+n03085013
+n04505470
+n03126707
+n03666591
+n02666196
+n02977058
+n04238763
+n03180011
+n03485407
+n03832673
+n06359193
+n03496892
+n04428191
+n04004767
+n04243546
+n04525305
+n04179913
+n03602883
+n04372370
+n03532672
+n02974003
+n03874293
+n03944341
+n03992509
+n03425413
+n02966193
+n04371774
+n04067472
+n04040759
+n04019541
+n03492542
+n04355933
+n03929660
+n02965783
+n04258138
+n04074963
+n03208938
+n02910353
+n03476684
+n03627232
+n03075370
+n03874599
+n03804744
+n04127249
+n04153751
+n03803284
+n04162706
+n04228054
+n02948072
+n03590841
+n04286575
+n04456115
+n03814639
+n03933933
+n04485082
+n03733131
+n03794056
+n04275548
+n01768244
+n01770081
+n01770393
+n01773157
+n01773549
+n01773797
+n01774384
+n01774750
+n01775062
+n01776313
+n01784675
+n01990800
+n01978287
+n01978455
+n01980166
+n01981276
+n01983481
+n01984695
+n01985128
+n01986214
+n02165105
+n02165456
+n02167151
+n02168699
+n02169497
+n02172182
+n02174001
+n02177972
+n02190166
+n02206856
+n02226429
+n02229544
+n02231487
+n02233338
+n02236044
+n02256656
+n02259212
+n02264363
+n02268443
+n02268853
+n02276258
+n02277742
+n02279972
+n02280649
+n02281406
+n02281787
+n01910747
+n01914609
+n01917289
+n01924916
+n01930112
+n01943899
+n01944390
+n01945685
+n01950731
+n01955084
+n02319095
+n02321529
+n03584829
+n03297495
+n03761084
+n03259280
+n04111531
+n04442312
+n04542943
+n04517823
+n03207941
+n04070727
+n04554684
+n03133878
+n03400231
+n04596742
+n02939185
+n03063689
+n04398044
+n04270147
+n02699494
+n04486054
+n03899768
+n04311004
+n04366367
+n04532670
+n02793495
+n03457902
+n03877845
+n03781244
+n03661043
+n02727426
+n02859443
+n03028079
+n03788195
+n04346328
+n03956157
+n04081281
+n03032252
+n03529860
+n03697007
+n03065424
+n03837869
+n04458633
+n02980441
+n04005630
+n03461385
+n02776631
+n02791270
+n02871525
+n02927161
+n03089624
+n04200800
+n04443257
+n04462240
+n03388043
+n03042490
+n04613696
+n03216828
+n02892201
+n03743016
+n02788148
+n02894605
+n03160309
+n03000134
+n03930313
+n04604644
+n04326547
+n03459775
+n04239074
+n04501370
+n03792972
+n04149813
+n03530642
+n03961711
+n03903868
+n02814860
+n07711569
+n07720875
+n07714571
+n07714990
+n07715103
+n07716358
+n07716906
+n07717410
+n07717556
+n07718472
+n07718747
+n07730033
+n07734744
+n04209239
+n03594734
+n02971356
+n03485794
+n04133789
+n02747177
+n04125021
+n07579787
+n03814906
+n03134739
+n03404251
+n04423845
+n03877472
+n04120489
+n03062245
+n03014705
+n03717622
+n03777754
+n04493381
+n04476259
+n02777292
+n07693725
+n03998194
+n03617480
+n07590611
+n04579145
+n03623198
+n07248320
+n04277352
+n04229816
+n02823428
+n03127747
+n02877765
+n04435653
+n03724870
+n03710637
+n03920288
+n03379051
+n02807133
+n04399382
+n03527444
+n03983396
+n03924679
+n04532106
+n06785654
+n03445777
+n07613480
+n04350905
+n04562935
+n03325584
+n03045698
+n07892512
+n03250847
+n04192698
+n03026506
+n03534580
+n07565083
+n04296562
+n02869837
+n07871810
+n02799071
+n03314780
+n04141327
+n04357314
+n02823750
+n13052670
+n07583066
+n03637318
+n04599235
+n07802026
+n02883205
+n03709823
+n04560804
+n02909870
+n03207743
+n04263257
+n07932039
+n03786901
+n04479046
+n03873416
+n02999410
+n04367480
+n03775546
+n07875152
+n04591713
+n04201297
+n02916936
+n03240683
+n02840245
+n02963159
+n04370456
+n03991062
+n02843684
+n03482405
+n03942813
+n03908618
+n03902125
+n07584110
+n02730930
+n04023962
+n02769748
+n10148035
+n02817516
+n03908714
+n02906734
+n03788365
+n02667093
+n03787032
+n03980874
+n03141823
+n03976467
+n04264628
+n07930864
+n04039381
+n06874185
+n04033901
+n04041544
+n07860988
+n03146219
+n03763968
+n03676483
+n04209133
+n03782006
+n03857828
+n03775071
+n02892767
+n07684084
+n04522168
+n03764736
+n04118538
+n03887697
+n13044778
+n03291819
+n03770439
+n03124170
+n04487081
+n03916031
+n02808440
+n07697537
+n12985857
+n02917067
+n03938244
+n15075141
+n02978881
+n02966687
+n03633091
+n13040303
+n03690938
+n03476991
+n02669723
+n03220513
+n03127925
+n04584207
+n07880968
+n03937543
+n03000247
+n04418357
+n04590129
+n02795169
+n04553703
+n02783161
+n02802426
+n02808304
+n03124043
+n03450230
+n04589890
+n12998815
+n02992529
+n03825788
+n02790996
+n03710193
+n03630383
+n03347037
+n03769881
+n03871628
+n03733281
+n03976657
+n03535780
+n04259630
+n03929855
+n04049303
+n04548362
+n02979186
+n06596364
+n03935335
+n06794110
+n02825657
+n03388183
+n04591157
+n04540053
+n03866082
+n04136333
+n04026417
+n02865351
+n02834397
+n03888257
+n04235860
+n04404412
+n04371430
+n03733805
+n07920052
+n07873807
+n02895154
+n04204238
+n04597913
+n04131690
+n07836838
+n09835506
+n03443371
+n13037406
+n04336792
+n04557648
+n03187595
+n04254120
+n03595614
+n04146614
+n03598930
+n03958227
+n04069434
+n03188531
+n02786058
+n07615774
+n04525038
+n04409515
+n03424325
+n03223299
+n03680355
+n07614500
+n07695742
+n04033995
+n03710721
+n04392985
+n03047690
+n03584254
+n13054560
+n10565667
+n03950228
+n03729826
+n02837789
+n04254777
+n02988304
+n03657121
+n04417672
+n04523525
+n02815834
+n09229709
+n07697313
+n03888605
+n03355925
+n03063599
+n04116512
+n04325704
+n07831146
+n03255030
diff --git a/scripts/label.sh b/scripts/label.sh
new file mode 100644
index 00000000..01e4306e
--- /dev/null
+++ b/scripts/label.sh
@@ -0,0 +1,15 @@
+#!/bin/bash
+
+mkdir -p labelled
+wd=`pwd`
+
+for f in val/*.xml;
+do
+label=`grep -m1 "<name>" $f | grep -oP '<name>\K[^<]*'`
+im=`echo $f | sed 's/val/imgs/; s/xml/JPEG/'`
+out=`echo $im | sed 's/JPEG/'${label}'.JPEG/; s/imgs/labelled/'`
+ln -s ${wd}/$im ${wd}/$out
+done
+
+find ${wd}/labelled -name \*.JPEG > inet.val.list
+