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@@ -261,10 +261,6 @@ class LoadImagesAndLabels(Dataset): # for training/testing |
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try: |
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path = str(Path(path)) # os-agnostic |
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parent = str(Path(path).parent) + os.sep |
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joined_path = os.path.join(os.getcwd(), parent) |
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print('Parent folder override for loading image files: %s' % (os.path.abspath(joined_path))) |
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if os.path.isfile(path): # file |
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with open(path, 'r') as f: |
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f = f.read().splitlines() |
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@@ -278,10 +274,7 @@ class LoadImagesAndLabels(Dataset): # for training/testing |
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raise Exception('Error loading data from %s. See %s' % (path, help_url)) |
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n = len(self.img_files) |
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print('Loaded %g images' % (n)) |
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assert n > 0, 'No images found in %s. See %s' % (path, help_url) |
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bi = np.floor(np.arange(n) / batch_size).astype(np.int) # batch index |
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nb = bi[-1] + 1 # number of batches |
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@@ -298,20 +291,22 @@ class LoadImagesAndLabels(Dataset): # for training/testing |
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self.label_files = [x.replace('images', 'labels').replace(os.path.splitext(x)[-1], '.txt') |
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for x in self.img_files] |
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# Read image shapes (wh) |
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sp = path.replace('.txt', '') + '.shapes' # shapefile path |
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try: |
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with open(sp, 'r') as f: # read existing shapefile |
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s = [x.split() for x in f.read().splitlines()] |
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assert len(s) == n, 'Shapefile out of sync' |
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except: |
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s = [exif_size(Image.open(f)) for f in tqdm(self.img_files, desc='Reading image shapes')] |
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np.savetxt(sp, s, fmt='%g') # overwrites existing (if any) |
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self.shapes = np.array(s, dtype=np.float64) |
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# Rectangular Training https://github.com/ultralytics/yolov3/issues/232 |
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if self.rect: |
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# Read image shapes (wh) |
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sp = path.replace('.txt', '') + '.shapes' # shapefile path |
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try: |
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with open(sp, 'r') as f: # read existing shapefile |
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s = [x.split() for x in f.read().splitlines()] |
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assert len(s) == n, 'Shapefile out of sync' |
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except: |
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s = [exif_size(Image.open(f)) for f in tqdm(self.img_files, desc='Reading image shapes')] |
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np.savetxt(sp, s, fmt='%g') # overwrites existing (if any) |
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# Sort by aspect ratio |
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s = np.array(s, dtype=np.float64) |
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s = self.shapes # wh |
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ar = s[:, 1] / s[:, 0] # aspect ratio |
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irect = ar.argsort() |
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self.img_files = [self.img_files[i] for i in irect] |