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