#!/usr/bin/env python3 # -*- coding: utf-8 -*- from pathlib import Path import cv2 import numpy as np from tqdm import tqdm # ========================= # Parameters # ========================= DATAMAKER_DIR = Path(__file__).resolve().parent INPUT_DIR = DATAMAKER_DIR / "01_align" MATRIX_DIR = DATAMAKER_DIR / "matrix" OUTPUT_DIR = DATAMAKER_DIR / "02_warp" VIDEO_IDS = [f"{idx:02d}" for idx in range(1, 15)] TARGET_WIDTH = 1280 TARGET_HEIGHT = 1024 OFFSET_WIDTH = -40 OFFSET_HEIGHT = 0 MATRIX_TRANSPOSE = True INTERPOLATION = cv2.INTER_CUBIC FOURCC = "mp4v" OVERWRITE = True # ========================= def load_matrix(matrix_path: Path) -> np.ndarray: if not matrix_path.exists(): raise FileNotFoundError(f"Matrix not found: {matrix_path}") matrix = np.genfromtxt(matrix_path, delimiter=",") if matrix.shape != (3, 3): raise ValueError(f"Matrix must be 3x3: {matrix_path}") return matrix.T if MATRIX_TRANSPOSE else matrix def get_crop_region(frame_shape: tuple[int, ...]) -> tuple[int, int]: height, width = frame_shape[:2] height_start = int((height - TARGET_HEIGHT) / 2) + OFFSET_HEIGHT width_start = int((width - TARGET_WIDTH) / 2) + OFFSET_WIDTH if ( height_start < 0 or width_start < 0 or height_start + TARGET_HEIGHT > height or width_start + TARGET_WIDTH > width ): raise ValueError( "Crop region is out of bounds. " f"frame=({width}x{height}), crop=({TARGET_WIDTH}x{TARGET_HEIGHT}), " f"start=({width_start},{height_start})" ) return height_start, width_start def warp_pair( ir_path: Path, vi_path: Path, matrix_path: Path, out_ir_path: Path, out_vi_path: Path, ) -> None: if not ir_path.exists() or not vi_path.exists(): raise FileNotFoundError(f"Missing input pair: {ir_path}, {vi_path}") if not OVERWRITE and (out_ir_path.exists() or out_vi_path.exists()): raise FileExistsError( f"Output exists and OVERWRITE=False: {out_ir_path}, {out_vi_path}" ) matrix = load_matrix(matrix_path) cap_ir = cv2.VideoCapture(str(ir_path)) cap_vi = cv2.VideoCapture(str(vi_path)) if not cap_ir.isOpened() or not cap_vi.isOpened(): raise IOError(f"Failed to open videos: {ir_path}, {vi_path}") ok_first_vi, first_vi = cap_vi.read() if not ok_first_vi: raise IOError(f"Failed to read first VI frame: {vi_path}") vi_height, vi_width = first_vi.shape[:2] height_start, width_start = get_crop_region(first_vi.shape) out_ir_path.parent.mkdir(parents=True, exist_ok=True) out_vi_path.parent.mkdir(parents=True, exist_ok=True) fps = cap_vi.get(cv2.CAP_PROP_FPS) fourcc = cv2.VideoWriter_fourcc(*FOURCC) out_ir = cv2.VideoWriter( str(out_ir_path), fourcc, fps, (TARGET_WIDTH, TARGET_HEIGHT), False ) out_vi = cv2.VideoWriter( str(out_vi_path), fourcc, fps, (TARGET_WIDTH, TARGET_HEIGHT), True ) if not out_ir.isOpened() or not out_vi.isOpened(): raise IOError(f"Failed to open output writers: {out_ir_path}, {out_vi_path}") total_frames = min( int(cap_ir.get(cv2.CAP_PROP_FRAME_COUNT)), int(cap_vi.get(cv2.CAP_PROP_FRAME_COUNT)), ) cap_vi.set(cv2.CAP_PROP_POS_FRAMES, 0) for _ in tqdm( range(total_frames), desc=f"Warp {ir_path.parent.name}", unit="frame", position=1, leave=False, ): ok_ir, frame_ir = cap_ir.read() ok_vi, frame_vi = cap_vi.read() if not ok_ir or not ok_vi: break if len(frame_ir.shape) == 3: frame_ir = cv2.cvtColor(frame_ir, cv2.COLOR_BGR2GRAY) ir_warp = cv2.warpPerspective( frame_ir, matrix, (vi_width, vi_height), flags=INTERPOLATION, ) ir_output = ir_warp[ height_start : height_start + TARGET_HEIGHT, width_start : width_start + TARGET_WIDTH, ] vi_output = frame_vi[ height_start : height_start + TARGET_HEIGHT, width_start : width_start + TARGET_WIDTH, ] out_ir.write(ir_output) out_vi.write(vi_output) cap_ir.release() cap_vi.release() out_ir.release() out_vi.release() def main() -> None: with tqdm( total=len(VIDEO_IDS), desc="Total warp", unit="video", position=0, ) as progress: for video_id in VIDEO_IDS: progress.set_postfix(video=video_id) out_dir = OUTPUT_DIR / video_id warp_pair( ir_path=INPUT_DIR / video_id / "ir.mp4", vi_path=INPUT_DIR / video_id / "vi.mp4", matrix_path=MATRIX_DIR / f"{video_id}.csv", out_ir_path=out_dir / "ir.mp4", out_vi_path=out_dir / "vi.mp4", ) tqdm.write(f"Warped {video_id} -> {out_dir}") progress.update(1) if __name__ == "__main__": main()