Created
March 29, 2022 16:10
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def plot_bounding_box(image, annotation_list): | |
annotations = np.array(annotation_list) | |
w, h = image.size | |
plotted_image = ImageDraw.Draw(image) | |
transformed_annotations = np.copy(annotations) | |
transformed_annotations[:,[1,3]] = annotations[:,[1,3]] * w | |
transformed_annotations[:,[2,4]] = annotations[:,[2,4]] * h | |
transformed_annotations[:,1] = transformed_annotations[:,1] - (transformed_annotations[:,3] / 2) | |
transformed_annotations[:,2] = transformed_annotations[:,2] - (transformed_annotations[:,4] / 2) | |
transformed_annotations[:,3] = transformed_annotations[:,1] + transformed_annotations[:,3] | |
transformed_annotations[:,4] = transformed_annotations[:,2] + transformed_annotations[:,4] | |
for ann in transformed_annotations: | |
obj_cls, x0, y0, x1, y1 = ann | |
plotted_image.rectangle(((x0,y0), (x1,y1))) | |
plotted_image.text((x0, y0 - 10), class_id_to_name_mapping[(int(obj_cls))]) | |
plt.imshow(np.array(image)) | |
plt.show() | |
class_id_to_name_mapping = dict(zip(class_name_to_id_mapping.values(), class_name_to_id_mapping.keys())) | |
# Get any random annotation file | |
# annotation_file = random.choice(annotations) | |
annotation_file = "data/assortedFiles/annotations/Numazu_20170906131352.txt" | |
with open(annotation_file, "r") as file: | |
annotation_list = file.read().split("\n")[:-1] | |
annotation_list = [x.split(" ") for x in annotation_list] | |
annotation_list = [[float(y) for y in x ] for x in annotation_list] | |
print(annotation_list) | |
#Get the corresponding image file | |
image_file = annotation_file.replace("annotations", "images").replace("txt", "jpg") | |
print("file is ",image_file) | |
assert os.path.exists(image_file) | |
#Load the image | |
image = Image.open(image_file) | |
#Plot the Bounding Box | |
plot_bounding_box(image, annotation_list) |
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