XericZephyr

## ZF 
| IOU |  MAP   | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@0.95 | Prec@0.95 | Rec@0.95 |
| :-- | :----: | :----: | :------: | :-----: | :----: | :------: | :-----: | :-----: | :-------: | :------: |
| 0.3 | 0.7018 | 0.7302 |  0.8001  | 0.6708  | 0.9111 |  0.9001  | 0.5757  | 0.9704  |  0.9501   |  0.4715  |
| 0.4 | 0.6693 | 0.7833 |  0.8001  | 0.6362  | 0.9359 |  0.9001  | 0.5345  |  0.981  |  0.9501   |  0.4205  |
| 0.5 | 0.6114 | 0.8611 |  0.8001  | 0.5695  | 0.9721 |   0.9    |  0.44   | 0.9934  |  0.9502   |  0.3044  |

## VGG16

| IOU |  MAP   | Th@0.8 | Prec@0.8 | Rec@0.8 | Th@0.9 | Prec@0.9 | Rec@0.9 | Th@0.95 | Prec@0.95 | Rec@0.95 |

XericZephyr

import SocketServer
import argparse

class MyTCPHandler(SocketServer.BaseRequestHandler):
    """
    The RequestHandler class for our server.

    It is instantiated once per connection to the server, and must
    override the handle() method to implement communication to the
    client.

XericZephyr

#-------------------------------------------------------------------------------
#  Template configuration for compiling mxnet
#
#  If you want to change the configuration, please use the following
#  steps. Assume you are on the root directory of mxnet. First copy the this
#  file so that any local changes will be ignored by git
#
#  $ cp make/config.mk .
#
#  Next modify the according entries, and then compile by

XericZephyr

__author__ = 'zhengxu'

import os
import glob
import pickle


def make_record_io_list(image_net_folder, label_list_file, list_file):
    label_list = os.listdir(image_net_folder)
    with open(label_list_file, 'w') as f:

XericZephyr

__author__ = 'caffedemo'

import caffe
import os
from PIL import Image

CAFFE_ROOT = "/home/caffedemo/caffe/caffe/"
TRAIN_TEST_NET = os.path.join(CAFFE_ROOT, 'examples/mnist/lenet_train_test.prototxt')

XericZephyr

from nltk.corpus import wordnet as wn


# get synset from offset string, e.g. 'n09208496' for asterism
a = wn._synset_from_pos_and_offset('n', 9208496) # got Synset('asterism.n.02')

# then got hypernym_paths 
print a.hypernym_paths()
# got