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import logging |
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import os |
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import PIL |
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from PIL import ImageDraw |
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def save_results(image_list, results, labels, output_dir='output/', threshold=0.5): |
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if not os.path.exists(output_dir): |
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os.makedirs(output_dir) |
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for idx, im in enumerate(image_list): |
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im = draw_box(im, results[idx], labels, threshold=threshold) |
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out_path = os.path.join(output_dir, f"{idx}.jpg") |
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im.save(out_path, quality=95) |
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logging.debug("save result to: " + out_path) |
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def draw_box(im, result, lables, threshold=0.5): |
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draw_thickness = min(im.size) // 320 |
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draw = ImageDraw.Draw(im) |
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color_list = get_color_map_list(len(lables)) |
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clsid2color = {n.lower():color_list[i] for i,n in enumerate(lables)} |
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result = [r for r in result if r["score"] >= threshold] |
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for dt in result: |
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color = tuple(clsid2color[dt["type"]]) |
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xmin, ymin, xmax, ymax = dt["bbox"] |
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draw.line( |
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[(xmin, ymin), (xmin, ymax), (xmax, ymax), (xmax, ymin), |
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(xmin, ymin)], |
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width=draw_thickness, |
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fill=color) |
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text = "{} {:.4f}".format(dt["type"], dt["score"]) |
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tw, th = imagedraw_textsize_c(draw, text) |
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draw.rectangle( |
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[(xmin + 1, ymin - th), (xmin + tw + 1, ymin)], fill=color) |
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draw.text((xmin + 1, ymin - th), text, fill=(255, 255, 255)) |
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return im |
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def get_color_map_list(num_classes): |
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""" |
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Args: |
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num_classes (int): number of class |
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Returns: |
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color_map (list): RGB color list |
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""" |
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color_map = num_classes * [0, 0, 0] |
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for i in range(0, num_classes): |
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j = 0 |
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lab = i |
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while lab: |
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color_map[i * 3] |= (((lab >> 0) & 1) << (7 - j)) |
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color_map[i * 3 + 1] |= (((lab >> 1) & 1) << (7 - j)) |
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color_map[i * 3 + 2] |= (((lab >> 2) & 1) << (7 - j)) |
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j += 1 |
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lab >>= 3 |
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color_map = [color_map[i:i + 3] for i in range(0, len(color_map), 3)] |
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return color_map |
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def imagedraw_textsize_c(draw, text): |
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if int(PIL.__version__.split('.')[0]) < 10: |
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tw, th = draw.textsize(text) |
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else: |
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left, top, right, bottom = draw.textbbox((0, 0), text) |
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tw, th = right - left, bottom - top |
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return tw, th |
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