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""" |
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utils.compositing |
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βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ |
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Handles frame-level compositing (foreground frame + mask + background). |
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Public API |
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---------- |
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replace_background_hq(frame_bgr, mask, background_bgr, fallback_enabled=True) β np.ndarray |
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""" |
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from __future__ import annotations |
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import logging |
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from typing import Tuple |
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import cv2 |
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import numpy as np |
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log = logging.getLogger(__name__) |
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class BackgroundReplacementError(Exception): |
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"""Exception raised for background replacement errors""" |
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pass |
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__all__ = ["replace_background_hq", "BackgroundReplacementError"] |
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def replace_background_hq( |
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frame_bgr: np.ndarray, |
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mask: np.ndarray, |
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background_bgr: np.ndarray, |
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fallback_enabled: bool = True, |
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) -> np.ndarray: |
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""" |
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β’ Ensures background is resized to frame |
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β’ Accepts mask in {0,1} or {0,255} or float32 |
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β’ Tries edge-feathered advanced blend, else simple overlay |
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""" |
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if frame_bgr is None or mask is None or background_bgr is None: |
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raise ValueError("Invalid input to replace_background_hq") |
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h, w = frame_bgr.shape[:2] |
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background = cv2.resize(background_bgr, (w, h), interpolation=cv2.INTER_LANCZOS4) |
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m = _process_mask(mask) |
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try: |
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return _advanced_composite(frame_bgr, background, m) |
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except Exception as e: |
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log.warning(f"Advanced compositing failed: {e}") |
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if not fallback_enabled: |
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raise |
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return _simple_composite(frame_bgr, background, m) |
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def _advanced_composite(fg, bg, mask_u8): |
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mask = cv2.GaussianBlur(mask_u8.astype(np.float32), (5, 5), 1.0) / 255.0 |
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mask = np.power(mask, 0.8) |
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mask3 = mask[..., None] |
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fg_adj = _colour_match_edges(fg, bg, mask) |
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comp = fg_adj.astype(np.float32) * mask3 + bg.astype(np.float32) * (1 - mask3) |
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return np.clip(comp, 0, 255).astype(np.uint8) |
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def _colour_match_edges(fg, bg, alpha): |
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edge = cv2.Sobel(alpha, cv2.CV_32F, 1, 1, ksize=3) |
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edge = (np.abs(edge) > 0.05).astype(np.float32) |
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if not np.any(edge): |
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return fg |
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adj = fg.astype(np.float32).copy() |
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mix = 0.1 |
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adj[edge > 0] = adj[edge > 0] * (1 - mix) + bg[edge > 0] * mix |
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return adj.astype(np.uint8) |
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def _simple_composite(fg, bg, mask_u8): |
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m = mask_u8.astype(np.float32) / 255.0 |
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m3 = m[..., None] |
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return (fg.astype(np.float32) * m3 + bg.astype(np.float32) * (1 - m3)).astype(np.uint8) |
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def _process_mask(mask): |
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"""Ensure uint8 0/255 single-channel""" |
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if mask.ndim == 3: |
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mask = cv2.cvtColor(mask, cv2.COLOR_BGR2GRAY) |
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if mask.dtype != np.uint8: |
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mask = (mask * 255).astype(np.uint8) if mask.max() <= 1 else mask.astype(np.uint8) |
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_, mask = cv2.threshold(mask, 127, 255, cv2.THRESH_BINARY) |
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return mask |