resnet curve

examples/ResNet/README.md

+
+## ResNet
+
+Implements the paper "Deep Residual Learning for Image Recognition", [http://arxiv.org/abs/1512.03385](http://arxiv.org/abs/1512.03385)
+
+![cifar10](https://github.com/ppwwyyxx/tensorpack/raw/master/examples/ResNet/cifar10-resnet.png)

tensorpack/dataflow/dataset/ilsvrc.py

@@ -17,8 +17,9 @@ CAFFE_ILSVRC12_URL = "http://dl.caffe.berkeleyvision.org/caffe_ilsvrc12.tar.gz"
 CAFFE_PROTO_URL = "https://github.com/BVLC/caffe/raw/master/src/caffe/proto/caffe.proto"
 
 """
-cd train
-for i in *.tar; do dir=${i%.tar}; echo $dir; mkdir -p $dir; tar xf $i -C $dir; done
+Preprocessing like this:
+    cd train
+    for i in *.tar; do dir=${i%.tar}; echo $dir; mkdir -p $dir; tar xf $i -C $dir; done
 """
 
 class ILSVRCMeta(object):