Files
ISISeg/scripts/generate_sample.py

62 lines
2.1 KiB
Python

from __future__ import annotations
from pathlib import Path
import cv2
import numpy as np
ROOT = Path(__file__).resolve().parents[1]
SAMPLE_DIR = ROOT / "storage" / "samples"
def draw_curve(frame: np.ndarray, t: int) -> None:
height, width = frame.shape[:2]
points = []
for x in np.linspace(48, width - 54, 110):
y = height * 0.55 + 48 * np.sin((x / width) * 2.8 * np.pi + t * 0.11)
y += 22 * np.sin((x / width) * 7.2 * np.pi + t * 0.035)
points.append([int(x), int(y)])
pts = np.array(points, dtype=np.int32).reshape((-1, 1, 2))
cv2.polylines(frame, [pts], False, (36, 36, 36), 2, cv2.LINE_AA)
cv2.circle(frame, tuple(points[-1]), 5, (24, 24, 24), -1, cv2.LINE_AA)
def make_frame(index: int, width: int = 640, height: int = 420) -> np.ndarray:
rng = np.random.default_rng(index)
base = np.full((height, width), 156, dtype=np.uint8)
gradient = np.linspace(-22, 18, width, dtype=np.float32)
base = np.clip(base.astype(np.float32) + gradient[None, :], 0, 255).astype(np.uint8)
noise = rng.normal(0, 7, (height, width)).astype(np.float32)
base = np.clip(base.astype(np.float32) + noise, 0, 255).astype(np.uint8)
frame = cv2.cvtColor(base, cv2.COLOR_GRAY2BGR)
for offset in range(-160, width, 130):
center = (offset + index * 2, height // 2)
cv2.ellipse(frame, center, (90, 180), 8, 0, 360, (176, 176, 176), 8, cv2.LINE_AA)
cv2.line(frame, (80, 60), (560, 86 + index % 18), (90, 90, 90), 4, cv2.LINE_AA)
draw_curve(frame, index)
frame = cv2.GaussianBlur(frame, (3, 3), 0)
return frame
def main() -> None:
SAMPLE_DIR.mkdir(parents=True, exist_ok=True)
video_path = SAMPLE_DIR / "synthetic_guidewire.mp4"
image_path = SAMPLE_DIR / "synthetic_guidewire.png"
width, height = 640, 420
writer = cv2.VideoWriter(str(video_path), cv2.VideoWriter_fourcc(*"mp4v"), 12.0, (width, height))
for index in range(72):
frame = make_frame(index, width, height)
if index == 12:
cv2.imwrite(str(image_path), frame)
writer.write(frame)
writer.release()
print(video_path)
print(image_path)
if __name__ == "__main__":
main()