Create compositing.py
Browse files- compositing.py +102 -0
compositing.py
ADDED
|
@@ -0,0 +1,102 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
#!/usr/bin/env python3
|
| 2 |
+
"""
|
| 3 |
+
utils.compositing
|
| 4 |
+
βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 5 |
+
Handles frame-level compositing (foreground frame + mask + background).
|
| 6 |
+
Public API
|
| 7 |
+
----------
|
| 8 |
+
replace_background_hq(frame_bgr, mask, background_bgr, fallback_enabled=True) β np.ndarray
|
| 9 |
+
"""
|
| 10 |
+
from __future__ import annotations
|
| 11 |
+
import logging
|
| 12 |
+
from typing import Tuple
|
| 13 |
+
import cv2
|
| 14 |
+
import numpy as np
|
| 15 |
+
|
| 16 |
+
log = logging.getLogger(__name__)
|
| 17 |
+
|
| 18 |
+
# Exception class that cv_processing.py expects
|
| 19 |
+
class BackgroundReplacementError(Exception):
|
| 20 |
+
"""Exception raised for background replacement errors"""
|
| 21 |
+
pass
|
| 22 |
+
|
| 23 |
+
__all__ = ["replace_background_hq", "BackgroundReplacementError"]
|
| 24 |
+
|
| 25 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 26 |
+
# Main entry
|
| 27 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 28 |
+
def replace_background_hq(
|
| 29 |
+
frame_bgr: np.ndarray,
|
| 30 |
+
mask: np.ndarray,
|
| 31 |
+
background_bgr: np.ndarray,
|
| 32 |
+
fallback_enabled: bool = True,
|
| 33 |
+
) -> np.ndarray:
|
| 34 |
+
"""
|
| 35 |
+
β’ Ensures background is resized to frame
|
| 36 |
+
β’ Accepts mask in {0,1} or {0,255} or float32
|
| 37 |
+
β’ Tries edge-feathered advanced blend, else simple overlay
|
| 38 |
+
"""
|
| 39 |
+
if frame_bgr is None or mask is None or background_bgr is None:
|
| 40 |
+
raise ValueError("Invalid input to replace_background_hq")
|
| 41 |
+
|
| 42 |
+
h, w = frame_bgr.shape[:2]
|
| 43 |
+
background = cv2.resize(background_bgr, (w, h), interpolation=cv2.INTER_LANCZOS4)
|
| 44 |
+
m = _process_mask(mask)
|
| 45 |
+
|
| 46 |
+
try:
|
| 47 |
+
return _advanced_composite(frame_bgr, background, m)
|
| 48 |
+
except Exception as e:
|
| 49 |
+
log.warning(f"Advanced compositing failed: {e}")
|
| 50 |
+
if not fallback_enabled:
|
| 51 |
+
raise
|
| 52 |
+
return _simple_composite(frame_bgr, background, m)
|
| 53 |
+
|
| 54 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 55 |
+
# Advanced compositor (feather + subtle colour-match)
|
| 56 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 57 |
+
def _advanced_composite(fg, bg, mask_u8):
|
| 58 |
+
# 1) Smooth / feather
|
| 59 |
+
mask = cv2.GaussianBlur(mask_u8.astype(np.float32), (5, 5), 1.0) / 255.0
|
| 60 |
+
mask = np.power(mask, 0.8) # shrink bleed
|
| 61 |
+
mask3 = mask[..., None]
|
| 62 |
+
|
| 63 |
+
# 2) Edge colour-match to reduce halo
|
| 64 |
+
fg_adj = _colour_match_edges(fg, bg, mask)
|
| 65 |
+
|
| 66 |
+
# 3) Blend
|
| 67 |
+
comp = fg_adj.astype(np.float32) * mask3 + bg.astype(np.float32) * (1 - mask3)
|
| 68 |
+
return np.clip(comp, 0, 255).astype(np.uint8)
|
| 69 |
+
|
| 70 |
+
def _colour_match_edges(fg, bg, alpha):
|
| 71 |
+
edge = cv2.Sobel(alpha, cv2.CV_32F, 1, 1, ksize=3)
|
| 72 |
+
edge = (np.abs(edge) > 0.05).astype(np.float32)
|
| 73 |
+
|
| 74 |
+
if not np.any(edge):
|
| 75 |
+
return fg
|
| 76 |
+
|
| 77 |
+
adj = fg.astype(np.float32).copy()
|
| 78 |
+
mix = 0.1
|
| 79 |
+
adj[edge > 0] = adj[edge > 0] * (1 - mix) + bg[edge > 0] * mix
|
| 80 |
+
return adj.astype(np.uint8)
|
| 81 |
+
|
| 82 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 83 |
+
# Simple fallback compositor
|
| 84 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 85 |
+
def _simple_composite(fg, bg, mask_u8):
|
| 86 |
+
m = mask_u8.astype(np.float32) / 255.0
|
| 87 |
+
m3 = m[..., None]
|
| 88 |
+
return (fg.astype(np.float32) * m3 + bg.astype(np.float32) * (1 - m3)).astype(np.uint8)
|
| 89 |
+
|
| 90 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 91 |
+
# Utilities
|
| 92 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 93 |
+
def _process_mask(mask):
|
| 94 |
+
"""Ensure uint8 0/255 single-channel"""
|
| 95 |
+
if mask.ndim == 3:
|
| 96 |
+
mask = cv2.cvtColor(mask, cv2.COLOR_BGR2GRAY)
|
| 97 |
+
|
| 98 |
+
if mask.dtype != np.uint8:
|
| 99 |
+
mask = (mask * 255).astype(np.uint8) if mask.max() <= 1 else mask.astype(np.uint8)
|
| 100 |
+
|
| 101 |
+
_, mask = cv2.threshold(mask, 127, 255, cv2.THRESH_BINARY)
|
| 102 |
+
return mask
|