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Download code/appendix/box_sensitivity/generate_occluded_blue.py from afs07fda89sdfas90/data: direct link, hf CLI and curl.
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https://huggingface.co/datasets/afs07fda89sdfas90/data/resolve/main/code/appendix/box_sensitivity/generate_occluded_blue.py
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hf download hf://datasets/afs07fda89sdfas90/data/code/appendix/box_sensitivity/generate_occluded_blue.py
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curl -L -o generate_occluded_blue.py https://huggingface.co/datasets/afs07fda89sdfas90/data/resolve/main/code/appendix/box_sensitivity/generate_occluded_blue.py
2.02 kB
| """Robustness-check variant of the occluded images: every occluder shape is | |
| filled BLUE with a YELLOW border, regardless of the colors stored in the | |
| annotations. Geometry (bbox/polygon positions) is taken verbatim from | |
| annotations.json so only the occluder color changes vs. the original | |
| `_occluded.png` set.""" | |
| import json | |
| import shutil | |
| from pathlib import Path | |
| from PIL import Image, ImageDraw | |
| SRC_DIR = Path("data/combined_output") | |
| ANNOTATIONS_PATH = SRC_DIR / "annotations.json" | |
| OUT_DIR = Path("data/combined_output_blue") | |
| FILL_COLOR = "#0000ff" # blue interior | |
| BORDER_COLOR = "#eeff00" # yellow border | |
| BORDER_WIDTH = 2 | |
| OUT_DIR.mkdir(exist_ok=True) | |
| # eval_script.py reads annotations.json from the data_dir | |
| shutil.copy(ANNOTATIONS_PATH, OUT_DIR / "annotations.json") | |
| with open(ANNOTATIONS_PATH) as f: | |
| data = json.load(f) | |
| made = 0 | |
| for entry in data: | |
| original_file = SRC_DIR / entry["original_file"] | |
| if not original_file.exists(): | |
| print(f"Missing original: {original_file}") | |
| continue | |
| img = Image.open(original_file).convert("RGBA") | |
| overlay = Image.new("RGBA", img.size, (0, 0, 0, 0)) | |
| draw = ImageDraw.Draw(overlay) | |
| for ann in entry["annotations"]: | |
| if ann["type"] == "bbox": | |
| draw.rectangle( | |
| [ann["x1"], ann["y1"], ann["x2"], ann["y2"]], | |
| outline=BORDER_COLOR, | |
| fill=FILL_COLOR, | |
| width=BORDER_WIDTH, | |
| ) | |
| elif ann["type"] == "polygon": | |
| points = [(p["x"], p["y"]) for p in ann["points"]] | |
| draw.polygon(points, outline=BORDER_COLOR, fill=FILL_COLOR) | |
| # thicken the outline to match the border width used elsewhere | |
| draw.line(points + [points[0]], fill=BORDER_COLOR, width=BORDER_WIDTH) | |
| result = Image.alpha_composite(img, overlay).convert("RGB") | |
| out_path = OUT_DIR / f"{original_file.stem}_occluded.png" | |
| result.save(out_path) | |
| made += 1 | |
| print(f"Done. Generated {made} blue-occluded images in {OUT_DIR}/") | |