def loadRealm(fn = None,recursion = 0):
"""Returns a dict containing the config options in the Minette realm file."""
maxrecursion = 3
lines = []
realm = {}
realm['realmloaded'] = False
if fn is None or fn == "":
print "Could not load realm information. No filename provided!"
exit(-1)
realm['realmfile'] = fn
(found,fn) = findFile(lineno(),fn)
if not found:
print " [W] Realm %s not loaded." % fn
return realm
lines = readfile(fn)
for line in lines:
try:
line = line.strip()
if line:
values = [x.strip() for x in line.split('=')]
if values[0] != "likerealm":
realm[values[0]] = values[1] # unlike config, existing realm options WILL be clobbered
elif recursion < maxrecursion: # likerealm must be first option, or it may clobber options for the parent realm.
rf = "realms/%s.rlm" % values[1]
recursion += 1
realm.update(loadRealm(rf,recursion))
except Exception as e:
print "There was an error in the realm file: %s" % e
fn = realm.get("realmdir","")
(found,fn) = findFile(lineno(),fn)
if not found:
print " [E] Fatal error. Realm directory %s not found!" % fn
exit(-1)
realm = validateRealm(realm)
realm['realmloaded'] = True
return realm
def loadConfig(fn = None,recursion = 0):
"""Returns a dict containing the config options in the Minette config file."""
maxrecursion = 3
lines = []
global config
global defaults
if fn is None:
fn = "default.cfg" # using 3-letter extension for MSWin compatibility, I hope.
(found,fn) = findFile(lineno(),fn)
if not found:
print " [W] Config %s not loaded." % fn
if not defaults.get("set",False):
setDefaults()
config.update(defaults)
return config
lines = readfile(fn)
for line in lines:
try:
line = line.strip()
if line:
values = [x.strip() for x in line.split('=')]
if values[0] != "loadconfig":
if not config.get(values[0]): config[values[0]] = values[1] # existing options will not be clobbered
elif recursion < maxrecursion and os.path.exists(values[1]): # loadconfig must be first option, or its options may be ignored.
recursion += 1
loadConfig(values[1],recursion)
except Exception as e:
print " [E] There was an error in the configuration file: %s" % e
config['file'] = fn
config = validateConfig(config)
config['realmfile'] = ""
if len(config.get("loadrealm","")) > 0 and recursion <= maxrecursion:
rf = "realms/%s.rlm" % config['loadrealm']
realm = loadRealm(rf)
config.update(realm)
else:
config['realmloaded'] = False
config.update(criticalDefaults())
return config
import cv2 as cv
import argparse
from common import findFile
parser = argparse.ArgumentParser(
description='Use this script to run action recognition using 3D ResNet34',
formatter_class=argparse.ArgumentDefaultsHelpFormatter)
parser.add_argument(
'--input',
'-i',
help=
'Path to input video file. Skip this argument to capture frames from a camera.'
)
parser.add_argument('--model', required=True, help='Path to model.')
parser.add_argument('--classes',
default=findFile('action_recongnition_kinetics.txt'),
help='Path to classes list.')
# To get net download original repository https://github.com/kenshohara/video-classification-3d-cnn-pytorch
# For correct ONNX export modify file: video-classification-3d-cnn-pytorch/models/resnet.py
# change
# - def downsample_basic_block(x, planes, stride):
# - out = F.avg_pool3d(x, kernel_size=1, stride=stride)
# - zero_pads = torch.Tensor(out.size(0), planes - out.size(1),
# - out.size(2), out.size(3),
# - out.size(4)).zero_()
# - if isinstance(out.data, torch.cuda.FloatTensor):
# - zero_pads = zero_pads.cuda()
# -
# - out = Variable(torch.cat([out.data, zero_pads], dim=1))
# - return out
feature_mul = feature_B @ feature_A
feature_mul= np.reshape(feature_mul, (b, h, w, h * w))
feature_mul = feature_mul.transpose(0, 1, 3, 2)
correlation_tensor = feature_mul.transpose(0, 2, 1, 3)
correlation_tensor = np.ascontiguousarray(correlation_tensor)
return [correlation_tensor]
if __name__ == "__main__":
if not os.path.isfile(args.gmm_model):
raise OSError("GMM model not exist")
if not os.path.isfile(args.tom_model):
raise OSError("TOM model not exist")
if not os.path.isfile(args.segmentation_model):
raise OSError("Segmentation model not exist")
if not os.path.isfile(findFile(args.openpose_proto)):
raise OSError("OpenPose proto not exist")
if not os.path.isfile(findFile(args.openpose_model)):
raise OSError("OpenPose model not exist")
person_img = cv.imread(args.input_image)
ratio = 256 / 192
inp_h, inp_w, _ = person_img.shape
current_ratio = inp_h / inp_w
if current_ratio > ratio:
center_h = inp_h // 2
out_h = inp_w * ratio
start = int(center_h - out_h // 2)
end = int(center_h + out_h // 2)
person_img = person_img[start:end, ...]
else:
def populateWorld():
"""Looks in the realmdir and makes a list of fileids the program can
load. Makes worldList a tuple of lists.
"""
global config
global worldList
fn = os.path.join(config['realmdir'],"myrealm.cfg")
persons = []
places = []
cities = []
states = []
orgs = []
# other data types.
(found,fn) = common.findFile(lineno(),fn)
if config['uselistfile'] and found:
print " Loading worldList from file..."
lines = []
try:
with codecs.open(fn,'rU','utf-8') as conf:
lines = conf.readlines()
conf.close()
except IOError as e:
print " Could not open worldlist file: %s" % e
exit(1)
for line in lines:
try:
line = line.strip()
if line:
values = [x.strip() for x in line.split('=')]
if values[0] == "persons":
y = values[1]
persons.extend(y.split(','))
elif values[0] == "places":
y = values[1]
places.extend(y.split(','))
elif values[0] == "cities":
y = values[1]
cities.extend(y.split(','))
elif values[0] == "states":
y = values[1]
states.extend(y.split(','))
elif values[0] == "orgs":
y = values[1]
orgs.extend(y.split(','))
elif values[0] == "person":
persons.append(values[1])
elif values[0] == "place":
places.append(values[1])
elif values[0] == "city":
cities.append(values[1])
elif values[0] == "state":
states.append(values[1])
elif values[0] == "org":
orgs.append(values[1])
else:
print "Unknown type %s found" % values[0]
except Exception as e:
print " There was an error in the configuration file: %s" % e
# elif not found:
# print " Fatal error. Realm directory %s does not exist! Exiting." % config['realmdir']
# exit(-1)
else:
print " Generating worldList from directory..."
olist = os.listdir(config['realmdir'])
nlist = []
ilist = []
for i in range(len(olist)):
if re.search(r'.[Xx][Mm][Ll]$',olist[i]):
ilist.append(os.path.splitext(olist[i])[0])
nlist.append(olist[i])
for i in range(len(nlist)):
fn = os.path.join(config['realmdir'],nlist[i])
line = ""; match = -1; lno = 2
while match == -1 and lno < 6:
line = getline(fn,lno)
match = line.find("SYSTEM")
lno += 1
match2 = line.find(".dtd")
if match != -1 and match2 > match:
match += 8 # trims 'SYSTEM "'
line = line[match:match2] # trims '.dtd">\n'
if "person" in line:
persons.append(ilist[i])
elif "place" in line:
places.append(ilist[i])
elif "city" in line:
cities.append(ilist[i])
elif "state" in line:
states.append(ilist[i])
elif "org" in line:
orgs.append(ilist[i])
else:
print "Unknown type %s found" % line
if config['debug'] > 2: print "\nPersons: %s\nPlaces: %s\nCities: %s\nStates: %s\nOrgs: %s\n" % (persons,places,cities,states,orgs)
worldList['p'] = persons
worldList['l'] = places
worldList['c'] = cities
worldList['s'] = states
worldList['o'] = orgs
for key in worldList.keys():
if len(worldList[key]):
if not len(worldList[key][0]):
worldList[key] = []
for s in worldList['s']:
pushLoc(s)
getStateList(0)
getCityList(0)
if config['debug'] > 3:
printPretty(worldList)
printPretty(placeList)