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