Refactored

This commit is contained in:
2024-07-06 08:40:58 +02:00
parent 6b54f2398c
commit 12f2cb5c36
+43 -27
View File
@@ -18,7 +18,7 @@ COLOR_CIRCLE = (0, 255, 0)
TEMPLATE_MATCH_OVERLAP = 0 TEMPLATE_MATCH_OVERLAP = 0
CONSOLE_DEBUG = False CONSOLE_DEBUG = False
IMAGE_DEBUG = False IMAGE_DEBUG = True
DO_TRACKING = False DO_TRACKING = False
@@ -105,9 +105,7 @@ class CornerTracker:
self.color = color self.color = color
self.name = name self.name = name
self.matching_tpl_bb = None self.matching_tpl_bb = None
self.matching_tpl_img = None
self.tracking_bb = None self.tracking_bb = None
self.tracking_img = None
self.tracking_mask = None self.tracking_mask = None
self.tracker = None self.tracker = None
self.corner_ref = None self.corner_ref = None
@@ -157,6 +155,13 @@ class CornerTracker:
_image[_mask == 0] = 0 _image[_mask == 0] = 0
_image[_mask != 0] = _image[_mask != 0] _image[_mask != 0] = _image[_mask != 0]
@staticmethod
def image_process(_image: np.array):
result = cv2.cvtColor(_image, cv2.COLOR_BGR2GRAY)
result = cv2.GaussianBlur(result, (9, 9), 0)
return result
def init_reference_frame(self, _image: np.array): def init_reference_frame(self, _image: np.array):
# Draw mask # Draw mask
_mask = CornerTracker.mask_init(image) _mask = CornerTracker.mask_init(image)
@@ -169,27 +174,29 @@ class CornerTracker:
if bbox_center(bb) == (0, 0): if bbox_center(bb) == (0, 0):
return False return False
self.tracking_bb = bb tracking_img = image_crop(_image, bb)
self.tracking_img = image_crop(_image, self.tracking_bb) image_process_local = CornerTracker.image_process(tracking_img)
self.tracking_mask = image_crop(_mask, self.tracking_bb) tracking_mask = image_crop(_mask, bb)
tracking_ref_gray_img = cv2.cvtColor(self.tracking_img, cv2.COLOR_BGR2GRAY) masked_tracking_img = tracking_img.copy()
self.corner_matcher_list = [] CornerTracker.mask_apply(masked_tracking_img, tracking_mask)
masked_tracking_img = self.tracking_img.copy() self.corner_matcher_list = []
CornerTracker.mask_apply(masked_tracking_img, self.tracking_mask) self.tracking_bb = bb
self.tracking_mask = tracking_mask
corner_list = [] corner_list = []
count = 1 count = 1
while True: while True:
print(f"Add Corner {count}") print(f"Add Corner {count}")
bb = cv2.selectROI("Matcher Reference", masked_tracking_img, fromCenter=True, showCrosshair=True) matching_tpl_bb = cv2.selectROI("Matcher Reference", masked_tracking_img, fromCenter=True, showCrosshair=True)
if bbox_center(bb) == (0, 0): if bbox_center(matching_tpl_bb) == (0, 0):
break break
self.matching_tpl_bb = bb matching_tpl_img = image_crop(image_process_local.copy(), matching_tpl_bb)
self.matching_tpl_img = image_crop(tracking_ref_gray_img.copy(), self.matching_tpl_bb) self.corner_matcher_list.append(Corner(matching_tpl_img, matching_tpl_bb, name=f"Corner-{count}"))
self.corner_matcher_list.append(Corner(self.matching_tpl_img, self.matching_tpl_bb, name=f"Corner-{count}")) corner_list.append(bbox_center(matching_tpl_bb))
corner_list.append(bbox_center(bbox_add_position(self.matching_tpl_bb, self.tracking_bb)))
self.matching_tpl_bb = matching_tpl_bb
print(f"Corner {count} added") print(f"Corner {count} added")
print(f"Press any key to add another corner or ESC to continue") print(f"Press any key to add another corner or ESC to continue")
@@ -207,8 +214,17 @@ class CornerTracker:
self.tracker = cv2.TrackerKCF.create() self.tracker = cv2.TrackerKCF.create()
self.tracker.init(_image, self.tracking_bb) self.tracker.init(_image, self.tracking_bb)
print(corner_list)
cv2.imshow("image_process_local", image_process_local)
# Refine initial corners and store them as reference # Refine initial corners and store them as reference
self.corner_ref = self._corner_refine(cv2.cvtColor(_image, cv2.COLOR_BGR2GRAY), corners=corner_list) corners_local = self._corner_refine(image_process_local, corners=corner_list)
# Transform corners to global
self.corner_ref = []
for corner_local in corners_local:
corner = (corner_local[0] + self.tracking_bb[0], corner_local[1] + self.tracking_bb[1])
self.corner_ref.append(corner)
return True return True
@@ -221,17 +237,14 @@ class CornerTracker:
_image_local = image_crop(_image.copy(), self.tracking_bb).copy() _image_local = image_crop(_image.copy(), self.tracking_bb).copy()
CornerTracker.mask_apply(_image_local, self.tracking_mask) CornerTracker.mask_apply(_image_local, self.tracking_mask)
tracking_img = cv2.cvtColor(_image_local, cv2.COLOR_BGR2GRAY) _image_processed_local = CornerTracker.image_process(_image_local)
CornerTracker.mask_apply(tracking_img, self.tracking_mask)
self.tracking_img = cv2.GaussianBlur(tracking_img, (9, 9), 0)
return self._match(_image_local, _image_anno) return self._match(_image_processed_local, _image_anno, _image_local.copy())
def _match(self, _image: np.array, _image_anno: np.array): def _match(self, _image: np.array, _image_anno: np.array, tracking_anno):
tracking_anno = self.tracking_img.copy()
corners_raw = [] corners_raw = []
for _ct in self.corner_matcher_list: for _ct in self.corner_matcher_list:
matcher_bbox_local, matcher = _ct.process(self.tracking_img) matcher_bbox_local, matcher = _ct.process(_image)
# Draw path # Draw path
corner = bbox_center(matcher_bbox_local) corner = bbox_center(matcher_bbox_local)
@@ -240,11 +253,11 @@ class CornerTracker:
self._debug(_image_anno, tracking_anno, matcher_bbox_local) self._debug(_image_anno, tracking_anno, matcher_bbox_local)
# refine corners # refine corners
corners_refined_local = self._corner_refine(cv2.cvtColor(_image, cv2.COLOR_BGR2GRAY), corners_raw) corners_local = self._corner_refine(_image, corners_raw)
# Transform corners to global # Transform corners to global
corners_refined = [] corners_refined = []
for corner_local in corners_refined_local: for corner_local in corners_local:
corner = (corner_local[0] + self.tracking_bb[0], corner_local[1] + self.tracking_bb[1]) corner = (corner_local[0] + self.tracking_bb[0], corner_local[1] + self.tracking_bb[1])
corners_refined.append(corner) corners_refined.append(corner)
@@ -277,7 +290,7 @@ class CornerTracker:
cv2.circle(_image_anno, (int(corners_refined[_i, 0] + 0.5), int(corners_refined[_i, 1] + 0.5)), 4, COLOR_CIRCLE) cv2.circle(_image_anno, (int(corners_refined[_i, 0] + 0.5), int(corners_refined[_i, 1] + 0.5)), 4, COLOR_CIRCLE)
if IMAGE_DEBUG: if IMAGE_DEBUG:
cv2.imshow(f"{self.name}: Tracker: ", self.tracking_img) cv2.imshow(f"{self.name}: Tracker: ", tracking_anno)
return _mean_distance return _mean_distance
@@ -342,6 +355,9 @@ if __name__ == '__main__':
else: else:
print('Cannot read video file') print('Cannot read video file')
# rewind to frame 0
video.set(cv2.CAP_PROP_POS_FRAMES, 0)
key_wait = -1 key_wait = -1
dist_min = [(0, 0)]*len(tracker_list) dist_min = [(0, 0)]*len(tracker_list)
dist_max = [(0, 0)]*len(tracker_list) dist_max = [(0, 0)]*len(tracker_list)