def __init__(self, img_dir, tracker_type, dataset_config):
self.img_dir = img_dir
self.tracker_type = tracker_type
if self.tracker_type == 'MOSSE':
self.tracker = MOSSE()
elif self.tracker_type == 'CSK':
self.tracker = CSK()
elif self.tracker_type == 'CN':
self.tracker = CN()
elif self.tracker_type == 'DSST':
self.tracker = DSST(dsst_config.DSSTConfig())
elif self.tracker_type == 'Staple':
self.tracker = Staple(config=staple_config.StapleConfig())
elif self.tracker_type == 'Staple-CA':
self.tracker = Staple(config=staple_config.StapleCAConfig())
elif self.tracker_type == 'KCF_CN':
self.tracker = KCF(features='cn', kernel='gaussian')
elif self.tracker_type == 'KCF_GRAY':
self.tracker = KCF(features='gray', kernel='gaussian')
elif self.tracker_type == 'KCF_HOG':
self.tracker = KCF(features='hog', kernel='gaussian')
elif self.tracker_type == 'DCF_GRAY':
self.tracker = KCF(features='gray', kernel='linear')
elif self.tracker_type == 'DCF_HOG':
self.tracker = KCF(features='hog', kernel='linear')
elif self.tracker_type == 'DAT':
self.tracker = DAT()
elif self.tracker_type == 'ECO-HC':
self.tracker = ECO(config=otb_hc_config.OTBHCConfig())
elif self.tracker_type == 'ECO':
self.tracker = ECO(config=otb_deep_config.OTBDeepConfig())
elif self.tracker_type == 'BACF':
self.tracker = BACF()
elif self.tracker_type == 'CSRDCF':
self.tracker = CSRDCF(config=csrdcf_config.CSRDCFConfig())
elif self.tracker_type == 'CSRDCF-LP':
self.tracker = CSRDCF(config=csrdcf_config.CSRDCFLPConfig())
elif self.tracker_type == 'SAMF':
self.tracker = SAMF()
elif self.tracker_type == 'LDES':
self.tracker = LDES(ldes_config.LDESDemoLinearConfig())
elif self.tracker_type == 'DSST-LP':
self.tracker = DSST(dsst_config.DSSTLPConfig())
elif self.tracker_type == 'MKCFup':
self.tracker = MKCFup(config=mkcf_up_config.MKCFupConfig())
elif self.tracker_type == 'MKCFup-LP':
self.tracker = MKCFup(config=mkcf_up_config.MKCFupLPConfig())
elif self.tracker_type == 'STRCF':
self.tracker = STRCF()
elif self.tracker_type == 'MCCTH-Staple':
self.tracker = MCCTHStaple(
config=mccth_staple_config.MCCTHOTBConfig())
else:
raise NotImplementedError
def create_tracker(tracker_type):
if tracker_type == 'MOSSE':
tracker = MOSSE()
elif tracker_type == 'CSK':
tracker = CSK()
elif tracker_type == 'CN':
tracker = CN()
elif tracker_type == 'DSST':
tracker = DSST(dsst_config.DSSTConfig())
elif tracker_type == 'SAMF':
tracker = SAMF()
elif tracker_type == 'Staple':
tracker = Staple(config=staple_config.StapleVOTConfig())
#elif tracker_type=='Staple-CA':
# tracker=Staple(config=staple_config.StapleCAVOTConfig())
elif tracker_type == 'KCF':
tracker = KCF(features='hog', kernel='gaussian')
elif tracker_type == 'DCF':
tracker = KCF(features='hog', kernel='linear')
elif tracker_type == 'DAT':
tracker = DAT()
elif tracker_type == 'ECO-HC':
tracker = ECO(config=vot18_hc_config.VOT18HCConfig())
elif tracker_type == 'ECO':
tracker = ECO(config=vot18_deep_config.VOT18DeepConfig())
elif tracker_type == 'BACF':
tracker = BACF()
elif tracker_type == 'CSRDCF':
tracker = CSRDCF(csrdcf_config.CSRDCFConfig())
elif tracker_type == 'CSRDCF-LP':
tracker = CSRDCF(csrdcf_config.CSRDCFLPConfig())
elif tracker_type == 'OPENCV_KCF':
tracker = OpenCVCFTracker(name='KCF')
elif tracker_type == 'OPENCV_MOSSE':
tracker = OpenCVCFTracker(name='MOSSE')
elif tracker_type == 'OPENCV-CSRDCF':
tracker = OpenCVCFTracker(name='CSRDCF')
elif tracker_type == 'LDES':
tracker = LDES(config=ldes_config.LDESVOTLinearConfig())
elif tracker_type == 'LDES-NoBGD':
tracker = LDES(config=ldes_config.LDESVOTNoBGDLinearConfig())
elif tracker_type == 'DSST-LP':
tracker = DSST(dsst_config.DSSTLPConfig())
elif tracker_type == 'MKCFup':
tracker = MKCFup(config=mkcf_up_config.MKCFupConfig())
elif tracker_type == 'MKCFup-LP':
tracker = MKCFup(config=mkcf_up_config.MKCFupLPConfig())
elif tracker_type == 'STRCF':
tracker = STRCF()
elif tracker_type == 'MCCTH-Staple':
tracker = MCCTHStaple(config=mccth_staple_config.MCCTHVOTConfig())
else:
raise NotImplementedError
return tracker
def __init__(self, img_dir, tracker_type, dataset_config):
self.img_dir = img_dir
self.tracker_type = tracker_type
self.frame_list = get_img_list(img_dir)
self.frame_list.sort()
dataname = img_dir.split('/')[-2]
self.gts = get_ground_truthes(img_dir[:-4])
if dataname in dataset_config.frames.keys():
start_frame, end_frame = dataset_config.frames[dataname][0:2]
if dataname != 'David':
self.init_gt = self.gts[start_frame - 1]
else:
self.init_gt = self.gts[0]
self.frame_list = self.frame_list[start_frame - 1:end_frame]
else:
self.init_gt = self.gts[0]
if self.tracker_type == 'MOSSE':
self.tracker = MOSSE()
elif self.tracker_type == 'CSK':
self.tracker = CSK()
elif self.tracker_type == 'CN':
self.tracker = CN()
elif self.tracker_type == 'DSST':
self.tracker = DSST()
elif self.tracker_type == 'Staple':
self.tracker = Staple(config=staple_config.StapleConfig())
elif self.tracker_type == 'Staple-CA':
self.tracker = Staple(config=staple_config.StapleCAConfig())
elif self.tracker_type == 'KCF_CN':
self.tracker = KCF(features='cn', kernel='gaussian')
elif self.tracker_type == 'KCF_GRAY':
self.tracker = KCF(features='gray', kernel='gaussian')
elif self.tracker_type == 'KCF_HOG':
self.tracker = KCF(features='hog', kernel='gaussian')
elif self.tracker_type == 'DCF_GRAY':
self.tracker = KCF(features='gray', kernel='linear')
elif self.tracker_type == 'DCF_HOG':
self.tracker = KCF(features='hog', kernel='linear')
elif self.tracker_type == 'DAT':
self.tracker = DAT()
elif self.tracker_type == 'ECO-HC':
self.tracker = ECO(config=otb_hc_config.OTBHCConfig())
elif self.tracker_type == 'ECO':
self.tracker = ECO(config=otb_deep_config.OTBDeepConfig())
elif self.tracker_type == 'BACF':
self.tracker = BACF()
elif self.tracker_type == 'CSRDCF':
self.tracker = CSRDCF()
elif self.tracker_type == 'SAMF':
self.tracker = SAMF()
elif self.tracker_type == 'LDES':
self.tracker = LDES(ldes_config.LDESDemoLinearConfig())
elif self.tracker_type == 'DSST_LP':
self.tracker = DSST_LP()
else:
raise NotImplementedError
def create_tracker(tracker_type):
if tracker_type == 'MOSSE':
tracker = MOSSE()
elif tracker_type == 'CSK':
tracker = CSK()
elif tracker_type == 'CN':
tracker = CN()
elif tracker_type == 'DSST':
tracker = DSST()
elif tracker_type=='DSST-LP':
tracker=DSST_LP()
elif tracker_type=='SAMF':
tracker=SAMF()
elif tracker_type == 'Staple':
tracker = Staple(config=staple_config.StapleVOTConfig())
#elif tracker_type=='Staple-CA':
# tracker=Staple(config=staple_config.StapleCAVOTConfig())
elif tracker_type == 'KCF':
tracker = KCF(features='hog', kernel='gaussian')
elif tracker_type == 'DCF':
tracker = KCF(features='hog', kernel='linear')
elif tracker_type == 'DAT':
tracker = DAT()
elif tracker_type=='ECO-HC':
tracker=ECO(config=vot16_hc_config.VOT16HCConfig())
elif tracker_type=='ECO':
tracker=ECO(config=vot16_deep_config.VOT16DeepConfig())
elif tracker_type=='BACF':
tracker=BACF()
elif tracker_type=='CSRDCF':
tracker=CSRDCF()
elif tracker_type=='CSRDCF-LP':
tracker=CSRDCF_LP()
elif tracker_type=='OPENCV_KCF':
tracker=OpenCVCFTracker(name='KCF')
elif tracker_type=='OPENCV_MOSSE':
tracker=OpenCVCFTracker(name='MOSSE')
elif tracker_type=='OPENCV-CSRDCF':
tracker=OpenCVCFTracker(name='CSRDCF')
elif tracker_type=='LDES':
tracker=LDES(config=ldes_config.LDESVOTLinearConfig())
elif tracker_type=='LDES-NoBGD':
tracker=LDES(config=ldes_config.LDESVOTNoBGDLinearConfig())
elif tracker_type=='MKCFup':
tracker=MKCFup()
elif tracker_type=='MKCFup-LP':
tracker=MKCFupLP()
else:
raise NotImplementedError
return tracker
def track_otb(tracker_type, dataset):
for video in dataset:
regions = []
print('video:', video.name)
if tracker_type == 'MOSSE':
tracker = MOSSE()
elif tracker_type == 'CSK':
tracker = CSK()
elif tracker_type == 'CN':
tracker = CN()
elif tracker_type == 'DSST':
tracker = DSST()
elif tracker_type == 'SAMF':
tracker = SAMF()
elif tracker_type == 'Staple':
tracker = Staple(config=staple_config.StapleConfig())
elif tracker_type == 'Staple-CA':
tracker = Staple(config=staple_config.StapleCAConfig())
elif tracker_type == 'KCF':
tracker = KCF(features='hog', kernel='gaussian')
elif tracker_type == 'DCF':
tracker = KCF(features='hog', kernel='linear')
elif tracker_type == 'DAT':
tracker = DAT()
elif tracker_type == 'ECO-HC':
tracker = ECO(config=otb_hc_config.OTBHCConfig())
elif tracker_type == 'ECO':
tracker = ECO(config=otb_deep_config.OTBDeepConfig())
elif tracker_type == 'BACF':
tracker = BACF()
elif tracker_type == 'CSRDCF':
tracker = CSRDCF()
elif tracker_type == 'CSRDCF-LP':
tracker = CSRDCF_LP()
elif tracker_type == 'OPENCV_KCF':
tracker = OpenCVCFTracker(name='KCF')
elif tracker_type == 'OPENCV_MOSSE':
tracker = OpenCVCFTracker(name='MOSSE')
elif tracker_type == 'OPENCV-CSRDCF':
tracker = OpenCVCFTracker(name='CSRDCF')
elif tracker_type == 'LDES':
tracker = LDES(ldes_config.LDESOTBLinearConfig())
elif tracker_type == 'LDES-NoBGD':
tracker = LDES(ldes_config.LDESOTBNoBGDLinearConfig())
elif tracker_type == 'DSST-LP':
tracker = DSST_LP()
elif tracker_type == 'MKCFup':
tracker = MKCFup()
elif tracker_type == 'MKCFup-LP':
tracker = MKCFupLP()
else:
raise NotImplementedError
for idx, (img, gt_bbox) in enumerate(video):
if idx == 0:
# init your tracker here
tracker.init(img, tuple(gt_bbox))
regions.append(gt_bbox)
location = gt_bbox
else:
bbox = tracker.update(img)
regions.append(bbox)
location = bbox
if args.visualization and idx >= 0: # visualization (skip lost frame)
im_show = img.copy()
if idx == 0: cv2.destroyAllWindows()
cv2.rectangle(
im_show, (gt_bbox[0], gt_bbox[1]),
(gt_bbox[0] + gt_bbox[2], gt_bbox[1] + gt_bbox[3]),
(0, 255, 0), 3)
location = [int(l) for l in location]
cv2.rectangle(
im_show, (location[0], location[1]),
(location[0] + location[2], location[1] + location[3]),
(0, 255, 255), 3)
cv2.putText(im_show, str(idx), (40, 40),
cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 255, 255), 2)
cv2.imshow(video.name, im_show)
cv2.waitKey(1)
name = tracker_type
video_path = join('test', args.dataset, name)
if not isdir(video_path): makedirs(video_path)
result_path = join(video_path, '{:s}.txt'.format(video.name))
with open(result_path, "w") as fin:
for x in regions:
fin.write(','.join([str(i) for i in x]) + '\n')
def __init__(self,img_dir,tracker_type,dataset_config):
# img_directory is an attribute
self.img_dir=img_dir
# tracker type definition
self.tracker_type=tracker_type
# get_img_list function appends the name of all jpg files into a list.
self.frame_list = get_img_list(img_dir)
# Sorting the frame_list
self.frame_list.sort()
# name of the folder
dataname=img_dir.split('/')[-2]
# Getting the ground truth
self.gts=get_ground_truthes(img_dir[:-4])
if dataname in dataset_config.frames.keys():
start_frame,end_frame=dataset_config.frames[dataname][0:2]
if dataname!='David':
self.init_gt=self.gts[start_frame-1]
else:
self.init_gt=self.gts[0]
self.frame_list=self.frame_list[start_frame-1:end_frame]
else:
self.init_gt=self.gts[0]
# Calling the appropriate tracker class as asked for.
if self.tracker_type == 'MOSSE':
self.tracker=MOSSE()
elif self.tracker_type=='CSK':
self.tracker=CSK()
elif self.tracker_type=='CN':
self.tracker=CN()
elif self.tracker_type=='DSST':
self.tracker=DSST(dsst_config.DSSTConfig())
elif self.tracker_type=='Staple':
self.tracker=Staple(config=staple_config.StapleConfig())
elif self.tracker_type=='Staple-CA':
self.tracker=Staple(config=staple_config.StapleCAConfig())
elif self.tracker_type=='KCF_CN':
self.tracker=KCF(features='cn',kernel='gaussian')
elif self.tracker_type=='KCF_GRAY':
self.tracker=KCF(features='gray',kernel='gaussian')
elif self.tracker_type=='KCF_HOG':
self.tracker=KCF(features='hog',kernel='gaussian')
elif self.tracker_type=='DCF_GRAY':
self.tracker=KCF(features='gray',kernel='linear')
elif self.tracker_type=='DCF_HOG':
self.tracker=KCF(features='hog',kernel='linear')
elif self.tracker_type=='DAT':
self.tracker=DAT()
elif self.tracker_type=='ECO-HC':
self.tracker=ECO(config=otb_hc_config.OTBHCConfig())
elif self.tracker_type=='ECO':
self.tracker=ECO(config=otb_deep_config.OTBDeepConfig())
elif self.tracker_type=='BACF':
self.tracker=BACF()
elif self.tracker_type=='CSRDCF':
self.tracker=CSRDCF(config=csrdcf_config.CSRDCFConfig())
elif self.tracker_type=='CSRDCF-LP':
self.tracker=CSRDCF(config=csrdcf_config.CSRDCFLPConfig())
elif self.tracker_type=='SAMF':
self.tracker=SAMF()
elif self.tracker_type=='LDES':
self.tracker=LDES(ldes_config.LDESDemoLinearConfig())
elif self.tracker_type=='DSST-LP':
self.tracker=DSST(dsst_config.DSSTLPConfig())
elif self.tracker_type=='MKCFup':
self.tracker=MKCFup(config=mkcf_up_config.MKCFupConfig())
elif self.tracker_type=='MKCFup-LP':
self.tracker=MKCFup(config=mkcf_up_config.MKCFupLPConfig())
elif self.tracker_type=='STRCF':
self.tracker=STRCF()
elif self.tracker_type=='MCCTH-Staple':
self.tracker=MCCTHStaple(config=mccth_staple_config.MCCTHOTBConfig())
elif self.tracker_type=='MCCTH':
self.tracker=MCCTH(config=mccth_config.MCCTHConfig())
else:
raise NotImplementedError