updates
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003daea143
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@ -24,7 +24,7 @@ class load_images(): # for inference
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self.nF = len(self.files) # number of image files
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self.height = img_size
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assert self.nF > 0, 'No images found in path %s' % path
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assert self.nF > 0, 'No images found in ' + path
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def __iter__(self):
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self.count = -1
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@ -41,7 +41,7 @@ class load_images(): # for inference
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assert img0 is not None, 'Failed to load ' + img_path
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# Padded resize
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img, ratio, padw, padh = letterbox(img0, height=self.height, color=(127.5, 127.5, 127.5))
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img, _, _, _ = letterbox(img0, height=self.height)
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# Normalize RGB
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img = img[:, :, ::-1].transpose(2, 0, 1)
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@ -58,13 +58,12 @@ class load_images(): # for inference
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class load_images_and_labels(): # for training
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def __init__(self, path, batch_size=1, img_size=608, multi_scale=False, augment=False):
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self.path = path
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# self.img_files = sorted(glob.glob('%s/*.*' % path))
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with open(path, 'r') as file:
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self.img_files = file.readlines()
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self.img_files = [path.replace('\n', '') for path in self.img_files]
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self.label_files = [path.replace('images', 'labels').replace('.png', '.txt').replace('.jpg', '.txt') for path in
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self.img_files]
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self.label_files = [path.replace('images', 'labels').replace('.png', '.txt').replace('.jpg', '.txt')
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for path in self.img_files]
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self.nF = len(self.img_files) # number of image files
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self.nB = math.ceil(self.nF / batch_size) # number of batches
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@ -73,7 +72,7 @@ class load_images_and_labels(): # for training
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self.multi_scale = multi_scale
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self.augment = augment
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assert self.nB > 0, 'No images found in path %s' % path
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assert self.nB > 0, 'No images found in %s' % path
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def __iter__(self):
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self.count = -1
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@ -128,7 +127,7 @@ class load_images_and_labels(): # for training
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cv2.cvtColor(img_hsv, cv2.COLOR_HSV2BGR, dst=img)
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h, w, _ = img.shape
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img, ratio, padw, padh = letterbox(img, height=height, color=(127.5, 127.5, 127.5))
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img, ratio, padw, padh = letterbox(img, height=height)
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# Load labels
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if os.path.isfile(label_path):
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@ -189,7 +188,7 @@ class load_images_and_labels(): # for training
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return self.nB # number of batches
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def letterbox(img, height=416, color=(0, 0, 0)): # resize a rectangular image to a padded square
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def letterbox(img, height=416, color=(127.5, 127.5, 127.5)): # resize a rectangular image to a padded square
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shape = img.shape[:2] # shape = [height, width]
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ratio = float(height) / max(shape) # ratio = old / new
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new_shape = (round(shape[1] * ratio), round(shape[0] * ratio))
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