feat: 绿幕抠像 + 音频降噪引擎(Chroma Key + Noise Reduction) (#303)
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This commit was merged in pull request #303.
This commit is contained in:
+248
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"""绿幕抠像引擎 — 基于 FFmpeg colorkey / chromakey 滤镜.
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支持将指定颜色(默认绿色)变为透明,可用于虚拟背景、画中画背景替换等场景。
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使用方式:
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config = ChromaKeyConfig(key_color="#00FF00", similarity=0.3, blend=0.1)
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engine = ChromaKeyEngine(config)
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filter_str = engine.build_filter(input_label, output_label)
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# 结果: [in]colorkey=color=0x00FF00:similarity=0.3:blend=0.1[out]
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降级策略:
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- 参数越界自动钳制
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- 素材格式不支持时跳过(调用方捕获异常)
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"""
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from __future__ import annotations
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import logging
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import re
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from dataclasses import dataclass
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from typing import Optional
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logger = logging.getLogger(__name__)
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# ── 配置模型 ──────────────────────────────────────────────────────────────────
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@dataclass
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class ChromaKeyConfig:
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"""绿幕抠像配置。
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Attributes:
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enabled: 是否启用抠像
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key_color: 要抠除的颜色,支持 hex 格式(如 "#00FF00")或颜色名
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similarity: 颜色相似度阈值 0.01~1.0,值越大抠除范围越大
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blend: 边缘平滑/混合度 0.0~1.0,值越大边缘越柔和
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spill_suppress: 溢色抑制 0.0~1.0,减少边缘的绿幕反光
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"""
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enabled: bool = False
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key_color: str = "#00FF00"
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similarity: float = 0.3
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blend: float = 0.1
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spill_suppress: float = 0.0
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@classmethod
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def from_dict(cls, data: dict | None) -> "ChromaKeyConfig":
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"""从字典解析配置,参数越界自动钳制。"""
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if not data or not data.get("enabled", False):
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return cls(enabled=False)
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key_color = str(data.get("key_color", "#00FF00")).strip()
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def _safe_float(val, default):
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try:
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return float(val)
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except (TypeError, ValueError):
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return default
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similarity = _safe_float(data.get("similarity", 0.3), 0.3)
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blend = _safe_float(data.get("blend", 0.1), 0.1)
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spill_suppress = _safe_float(data.get("spill_suppress", 0.0), 0.0)
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# 钳制到合法范围
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similarity = max(0.01, min(1.0, similarity))
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blend = max(0.0, min(1.0, blend))
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spill_suppress = max(0.0, min(1.0, spill_suppress))
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return cls(
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enabled=True,
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key_color=key_color,
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similarity=similarity,
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blend=blend,
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spill_suppress=spill_suppress,
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)
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def has_effect(self) -> bool:
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"""判断是否有实际抠像效果。"""
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return self.enabled and self.similarity > 0
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# ── 预设配置 ──────────────────────────────────────────────────────────────────
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# 常见绿幕/蓝幕预设
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CHROMA_KEY_PRESETS = {
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"green_screen": {
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"key_color": "#00FF00",
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"similarity": 0.3,
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"blend": 0.1,
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"spill_suppress": 0.5,
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},
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"blue_screen": {
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"key_color": "#0000FF",
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"similarity": 0.3,
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"blend": 0.1,
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"spill_suppress": 0.5,
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},
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"red_screen": {
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"key_color": "#FF0000",
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"similarity": 0.3,
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"blend": 0.1,
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"spill_suppress": 0.0,
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},
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"precise_green": {
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"key_color": "#00FF00",
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"similarity": 0.2,
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"blend": 0.05,
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"spill_suppress": 0.3,
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},
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"soft_green": {
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"key_color": "#00FF00",
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"similarity": 0.45,
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"blend": 0.2,
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"spill_suppress": 0.5,
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},
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}
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# ── 引擎实现 ──────────────────────────────────────────────────────────────────
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class ChromaKeyEngine:
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"""绿幕抠像引擎。
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基于 FFmpeg colorkey 滤镜实现,将指定颜色变为透明。
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适用于绿幕/蓝幕视频的背景去除,配合画中画或 overlay 实现虚拟背景。
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"""
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def __init__(self, config: ChromaKeyConfig):
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self.config = config
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@staticmethod
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def _normalize_color(color_str: str) -> str:
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"""将颜色字符串转为 FFmpeg colorkey 接受的格式。
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支持:
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- "#RRGGBB" / "#RRGGBBAA" → 0xRRGGBB
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- "0xRRGGBB" → 直接使用
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- 颜色名(green/blue/red/black/white 等)→ 直接透传
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"""
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color = color_str.strip()
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# hex 格式
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hex_match = re.match(r"^#?([0-9a-fA-F]{6})([0-9a-fA-F]{2})?$", color)
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if hex_match:
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return f"0x{hex_match.group(1).upper()}"
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# 已经是 0x 格式
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if color.lower().startswith("0x"):
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return color.upper()
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# 颜色名直接透传(FFmpeg 支持常见颜色名)
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return color
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def build_filter(self, input_label: str, output_label: str) -> str:
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"""构建 colorkey 滤镜字符串。
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Args:
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input_label: 输入标签,如 "[0:v]" 或 "[v0]"
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output_label: 输出标签,如 "[ck0]"
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Returns:
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FFmpeg 滤镜字符串,如 "[v0]colorkey=color=0x00FF00:similarity=0.3:blend=0.1[ck0]"
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Raises:
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ValueError: 配置无效时抛出(调用方应捕获并降级)
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"""
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if not self.config.has_effect():
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# 无效果,直接直通
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return f"{input_label}copy{output_label}"
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color = self._normalize_color(self.config.key_color)
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similarity = self.config.similarity
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blend = self.config.blend
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# 基础 colorkey 滤镜
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parts = [f"colorkey=color={color}:similarity={similarity}:blend={blend}"]
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# 溢色抑制(通过 colorchannelmixer 降低绿色通道增益)
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if self.config.spill_suppress > 0:
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# 降低绿通道增益,减少绿幕反光溢出
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spill = self.config.spill_suppress
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# 绿通道增益 = 1 - spill_factor
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g_gain = max(0.3, 1.0 - spill * 0.7)
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# 同时稍微提升红和蓝来补偿色偏
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r_gain = 1.0 + spill * 0.15
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b_gain = 1.0 + spill * 0.15
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parts.append(f"colorchannelmixer=" f"rr={r_gain}:" f"gg={g_gain}:" f"bb={b_gain}:" f"aa=1")
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filter_str = f"{input_label}{','.join(parts)}{output_label}"
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return filter_str
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def build_filter_chromakey(self, input_label: str, output_label: str) -> str:
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"""使用 chromakey 滤镜(更高级的版本,支持更多参数)。
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注意:并非所有 FFmpeg 版本都支持 chromakey 滤镜,
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优先使用 colorkey(兼容性更好)。
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Args:
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input_label: 输入标签
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output_label: 输出标签
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Returns:
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FFmpeg 滤镜字符串
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"""
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if not self.config.has_effect():
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return f"{input_label}copy{output_label}"
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color = self._normalize_color(self.config.key_color)
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similarity = self.config.similarity
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blend = self.config.blend
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return f"{input_label}" f"chromakey=color={color}:similarity={similarity}:blend={blend}" f"{output_label}"
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def apply_chroma_key_if_needed(
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clip_config: dict | None,
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input_label: str,
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output_label: str,
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) -> Optional[str]:
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"""便捷函数:根据 clip 配置判断是否需要应用绿幕抠像。
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Args:
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clip_config: clip 的 config 字典
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input_label: 输入标签
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output_label: 输出标签
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Returns:
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滤镜字符串,不需要抠像时返回 None
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"""
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if not clip_config:
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return None
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chroma_key_data = clip_config.get("chroma_key")
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if not chroma_key_data:
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return None
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try:
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config = ChromaKeyConfig.from_dict(chroma_key_data)
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if not config.has_effect():
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return None
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engine = ChromaKeyEngine(config)
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return engine.build_filter(input_label, output_label)
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except Exception as e:
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logger.warning("[chroma-key] 应用抠像失败,跳过: %s", e)
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return None
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+229
@@ -0,0 +1,229 @@
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"""音频降噪引擎 — 基于 FFmpeg afftdn 滤镜.
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支持对音频进行背景噪音消除、人声增强,适用于语音录制、采访等场景。
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使用方式:
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config = NoiseReductionConfig(level="medium")
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engine = NoiseReductionEngine(config)
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filter_str = engine.build_filter(input_label, output_label)
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# 结果: [0:a]afftdn=nf=-25[out]
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降级策略:
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- 参数越界自动钳制
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- FFmpeg 不支持 afftdn 时,调用方可捕获异常并跳过
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"""
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from __future__ import annotations
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import logging
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from dataclasses import dataclass
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from enum import Enum
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from typing import Optional
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logger = logging.getLogger(__name__)
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# ── 降噪等级 ──────────────────────────────────────────────────────────────────
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class NoiseReductionLevel(str, Enum):
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"""降噪等级预设。"""
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LOW = "low" # 轻度降噪,保留细节,适合轻微背景噪音
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MEDIUM = "medium" # 中度降噪,平衡效果和音质
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HIGH = "high" # 高度降噪,适合嘈杂环境,可能轻微影响音质
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CUSTOM = "custom" # 自定义参数
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# 各等级对应的降噪参数(afftdn 的 noise floor,单位 dB)
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# 值越大(越接近 0),降噪越强;值越小(越负),降噪越弱
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_LEVEL_PARAMS = {
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NoiseReductionLevel.LOW: {
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"nf": -35, # 噪音阈值(dB),越负越保守
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"tn": -10, # 噪音频谱平滑度
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"tr": 50, # 时间分辨率(ms)
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},
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NoiseReductionLevel.MEDIUM: {
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"nf": -25,
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"tn": -10,
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"tr": 50,
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},
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NoiseReductionLevel.HIGH: {
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"nf": -15,
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"tn": -5,
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"tr": 30,
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},
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}
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# ── 配置模型 ──────────────────────────────────────────────────────────────────
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@dataclass
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class NoiseReductionConfig:
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"""音频降噪配置。
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Attributes:
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enabled: 是否启用降噪
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level: 降噪等级 low/medium/high/custom
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noise_floor: 自定义噪音阈值(dB),仅 level=custom 时有效,范围 -60 ~ -5
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voice_enhance: 是否启用人声增强
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output_format: 输出格式描述(内部使用)
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"""
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enabled: bool = False
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level: NoiseReductionLevel = NoiseReductionLevel.MEDIUM
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noise_floor: float = -25.0 # dB
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voice_enhance: bool = False
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@classmethod
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def from_dict(cls, data: dict | None) -> "NoiseReductionConfig":
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"""从字典解析配置,参数越界自动钳制。"""
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if not data or not data.get("enabled", False):
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return cls(enabled=False)
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level_str = str(data.get("level", "medium")).lower()
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try:
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level = NoiseReductionLevel(level_str)
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except ValueError:
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level = NoiseReductionLevel.MEDIUM
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try:
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noise_floor = float(data.get("noise_floor", -25.0))
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except (TypeError, ValueError):
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noise_floor = -25.0
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voice_enhance = bool(data.get("voice_enhance", False))
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# 钳制到合法范围
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noise_floor = max(-60.0, min(-5.0, noise_floor))
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return cls(
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enabled=True,
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level=level,
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noise_floor=noise_floor,
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voice_enhance=voice_enhance,
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)
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def has_effect(self) -> bool:
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"""判断是否有实际降噪效果。"""
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return self.enabled
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def get_effective_noise_floor(self) -> float:
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"""获取实际生效的噪音阈值(dB)。"""
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if self.level == NoiseReductionLevel.CUSTOM:
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return self.noise_floor
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params = _LEVEL_PARAMS.get(self.level, _LEVEL_PARAMS[NoiseReductionLevel.MEDIUM])
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return float(params["nf"])
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# ── 引擎实现 ──────────────────────────────────────────────────────────────────
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class NoiseReductionEngine:
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"""音频降噪引擎。
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基于 FFmpeg afftdn(Audio FFt Denoiser)滤镜实现:
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- 使用短时傅里叶变换分析音频频谱
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- 识别并消除稳态背景噪音
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- 保留人声等非稳态信号
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"""
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def __init__(self, config: NoiseReductionConfig):
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self.config = config
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def build_filter(self, input_label: str, output_label: str) -> str:
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"""构建音频降噪滤镜字符串。
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Args:
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input_label: 输入标签,如 "[0:a]" 或 "[a0]"
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output_label: 输出标签,如 "[nr0]"
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Returns:
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FFmpeg 滤镜字符串,如 "[a0]afftdn=nf=-25:tn=-10:tr=50[nr0]"
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Raises:
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ValueError: 配置无效时抛出(调用方应捕获并降级)
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"""
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if not self.config.has_effect():
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return f"{input_label}anull{output_label}"
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# 获取参数
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if self.config.level == NoiseReductionLevel.CUSTOM:
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nf = self.config.noise_floor
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tn = -10 # 默认频谱平滑度
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tr = 50 # 默认时间分辨率
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else:
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params = _LEVEL_PARAMS.get(
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self.config.level,
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_LEVEL_PARAMS[NoiseReductionLevel.MEDIUM],
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)
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nf = float(params["nf"])
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tn = float(params["tn"])
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tr = float(params["tr"])
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|
||||
# 构建 afftdn 滤镜
|
||||
# nf: noise floor (dB)
|
||||
# tn: temporal noise floor smoothing (dB)
|
||||
# tr: time resolution (ms)
|
||||
filter_parts = [f"afftdn=nf={nf}:tn={tn}:tr={tr}"]
|
||||
|
||||
# 人声增强:通过 highpass + 轻微压缩实现
|
||||
if self.config.voice_enhance:
|
||||
# 1. 高通滤波,去除低频噪音
|
||||
filter_parts.append("highpass=f=80")
|
||||
# 2. 轻微压缩,提升人声清晰度
|
||||
filter_parts.append("acompressor=threshold=-20:ratio=2:attack=5:release=50")
|
||||
# 3. 响度归一化
|
||||
filter_parts.append("loudnorm=I=-16:TP=-1.5:LRA=11")
|
||||
|
||||
filter_str = f"{input_label}{','.join(filter_parts)}{output_label}"
|
||||
return filter_str
|
||||
|
||||
def build_filter_arnndn(self, input_label: str, output_label: str, model_file: str) -> str:
|
||||
"""使用 RNN 降噪滤镜(arnndn,效果更好但需要模型文件)。
|
||||
|
||||
注意:需要额外下载 RNNNoise 模型文件,默认使用 afftdn(无需额外依赖)。
|
||||
|
||||
Args:
|
||||
input_label: 输入标签
|
||||
output_label: 输出标签
|
||||
model_file: RNNNoise 模型文件路径(.rnnn 格式)
|
||||
|
||||
Returns:
|
||||
FFmpeg 滤镜字符串
|
||||
"""
|
||||
if not self.config.has_effect():
|
||||
return f"{input_label}anull{output_label}"
|
||||
|
||||
return f"{input_label}arnndn=m={model_file}{output_label}"
|
||||
|
||||
|
||||
def apply_noise_reduction_if_needed(
|
||||
config_data: dict | None,
|
||||
input_label: str,
|
||||
output_label: str,
|
||||
) -> Optional[str]:
|
||||
"""便捷函数:根据配置判断是否需要应用音频降噪。
|
||||
|
||||
Args:
|
||||
config_data: 降噪配置字典(从 plan.config.audio_noise_reduction 或 clip.config.noise_reduction 读取)
|
||||
input_label: 输入标签
|
||||
output_label: 输出标签
|
||||
|
||||
Returns:
|
||||
滤镜字符串,不需要降噪时返回 None
|
||||
"""
|
||||
if not config_data:
|
||||
return None
|
||||
|
||||
try:
|
||||
config = NoiseReductionConfig.from_dict(config_data)
|
||||
if not config.has_effect():
|
||||
return None
|
||||
|
||||
engine = NoiseReductionEngine(config)
|
||||
return engine.build_filter(input_label, output_label)
|
||||
except Exception as e:
|
||||
logger.warning("[noise-reduction] 应用降噪失败,跳过: %s", e)
|
||||
return None
|
||||
@@ -35,6 +35,8 @@ class RenderContext:
|
||||
|
||||
work_dir: Path
|
||||
plan_id: str
|
||||
# 音频降噪配置(全局,对最终混音结果应用)
|
||||
noise_reduction_config: dict | None = None
|
||||
# 音频探测缓存(避免同一 clip 被多次 ffprobe)
|
||||
_audio_cache: dict[str, bool] = field(default_factory=dict)
|
||||
|
||||
@@ -153,12 +155,58 @@ def mix_audio(
|
||||
try:
|
||||
# 这里 main_audio 就是 output_path,先有主音频再混 BGM
|
||||
final_path = mix_bgm_with_main(ctx, output_path, bgm_cfg, video_duration)
|
||||
return final_path
|
||||
return _apply_noise_reduction_if_needed(ctx, final_path)
|
||||
except Exception:
|
||||
logger.exception("[bgm] BGM 混音失败,回退到无 BGM 音频: plan_id=%s", ctx.plan_id)
|
||||
return output_path
|
||||
return _apply_noise_reduction_if_needed(ctx, output_path)
|
||||
|
||||
return output_path
|
||||
return _apply_noise_reduction_if_needed(ctx, output_path)
|
||||
|
||||
|
||||
def _apply_noise_reduction_if_needed(ctx: RenderContext, audio_path: Path) -> Path:
|
||||
"""如果配置了音频降噪,对已生成的音频文件应用降噪。
|
||||
|
||||
作为后处理步骤,对最终混音结果统一降噪。
|
||||
失败时返回原始文件路径,不阻断主流程。
|
||||
"""
|
||||
if not ctx.noise_reduction_config:
|
||||
return audio_path
|
||||
|
||||
try:
|
||||
from video_processing.noise_reduction_engine import NoiseReductionConfig, NoiseReductionEngine
|
||||
|
||||
config = NoiseReductionConfig.from_dict(ctx.noise_reduction_config)
|
||||
if not config.has_effect():
|
||||
return audio_path
|
||||
|
||||
engine = NoiseReductionEngine(config)
|
||||
filter_str = engine.build_filter("[0:a]", "[out]")
|
||||
# 提取滤镜部分(不带标签)
|
||||
filter_part = filter_str[len("[0:a]") : -len("[out]")]
|
||||
|
||||
nr_output_path = audio_path.with_name(f"{audio_path.stem}_nr.aac")
|
||||
command = [
|
||||
FFMPEG_BIN,
|
||||
"-y",
|
||||
"-i",
|
||||
str(audio_path),
|
||||
"-af",
|
||||
filter_part,
|
||||
"-acodec",
|
||||
"aac",
|
||||
"-b:a",
|
||||
"128k",
|
||||
str(nr_output_path),
|
||||
]
|
||||
run_ffmpeg(command)
|
||||
|
||||
if nr_output_path.exists():
|
||||
return nr_output_path
|
||||
logger.warning("[noise-reduction] 降噪输出文件不存在,使用原始音频")
|
||||
return audio_path
|
||||
except Exception as e:
|
||||
logger.warning("[noise-reduction] 音频降噪失败,使用原始音频: %s", e)
|
||||
return audio_path
|
||||
|
||||
|
||||
def concat_main_audio(
|
||||
|
||||
@@ -28,6 +28,7 @@ from dataclasses import dataclass, field
|
||||
from pathlib import Path
|
||||
from typing import Any
|
||||
|
||||
from video_processing.chroma_key_engine import apply_chroma_key_if_needed
|
||||
from video_processing.color_grade_engine import ColorGradeConfig, ColorGradeEngine
|
||||
from video_processing.ffmpeg_utils import (
|
||||
DEFAULT_FPS,
|
||||
@@ -333,9 +334,14 @@ class UnifiedRenderService:
|
||||
"[unified-render] pass-through BGM mix failed, skipping: plan_id=%s", self.plan.id
|
||||
)
|
||||
else:
|
||||
ctx = RenderContext(work_dir=self.work_dir, plan_id=self.plan.id)
|
||||
config = self.plan.config or {}
|
||||
bgm_config = config.get("bgm", {}) or {}
|
||||
noise_reduction_config = config.get("audio_noise_reduction")
|
||||
ctx = RenderContext(
|
||||
work_dir=self.work_dir,
|
||||
plan_id=self.plan.id,
|
||||
noise_reduction_config=noise_reduction_config,
|
||||
)
|
||||
audio_path = mix_audio(
|
||||
ctx,
|
||||
layers,
|
||||
@@ -975,6 +981,18 @@ class UnifiedRenderService:
|
||||
grade_filter = ColorGradeEngine.build_filter(color_grade)
|
||||
if grade_filter:
|
||||
filters.append(grade_filter)
|
||||
# chroma key 绿幕抠像
|
||||
try:
|
||||
from video_processing.chroma_key_engine import ChromaKeyConfig, ChromaKeyEngine
|
||||
|
||||
ck_config = ChromaKeyConfig.from_dict(clip.config.get("chroma_key"))
|
||||
if ck_config.has_effect():
|
||||
ck_engine = ChromaKeyEngine(ck_config)
|
||||
ck_full = ck_engine.build_filter("[in]", "[out]")
|
||||
ck_filter_part = ck_full[len("[in]") : -len("[out]")]
|
||||
filters.append(ck_filter_part)
|
||||
except Exception as e:
|
||||
logger.warning("[unified-render] chroma key 直通模式应用失败,跳过: %s", e)
|
||||
|
||||
filters.append("setpts=PTS-STARTPTS")
|
||||
filters.append(f"fps={self.output_fps}")
|
||||
@@ -1015,6 +1033,24 @@ class UnifiedRenderService:
|
||||
# background 以外的视频素材,默认带音频
|
||||
has_audio = role != "background"
|
||||
if has_audio:
|
||||
# 检查是否需要音频降噪
|
||||
af_parts: list[str] = []
|
||||
try:
|
||||
from video_processing.noise_reduction_engine import NoiseReductionConfig, NoiseReductionEngine
|
||||
|
||||
plan_config = getattr(self.plan, "config", {}) or {}
|
||||
nr_config = NoiseReductionConfig.from_dict(plan_config.get("audio_noise_reduction"))
|
||||
if nr_config.has_effect():
|
||||
nr_engine = NoiseReductionEngine(nr_config)
|
||||
nr_full = nr_engine.build_filter("[in]", "[out]")
|
||||
nr_filter_part = nr_full[len("[in]") : -len("[out]")]
|
||||
af_parts.append(nr_filter_part)
|
||||
except Exception as e:
|
||||
logger.warning("[unified-render] 直通模式音频降噪应用失败,跳过: %s", e)
|
||||
|
||||
if af_parts:
|
||||
command.extend(["-af", ",".join(af_parts)])
|
||||
|
||||
command.extend(["-c:a", "aac", "-b:a", "128k"])
|
||||
|
||||
# 统一截断时长(同时作用于视频和音频)
|
||||
@@ -1258,6 +1294,19 @@ class UnifiedRenderService:
|
||||
grade_filter = ColorGradeEngine.build_filter(color_grade)
|
||||
if grade_filter:
|
||||
filters.append(grade_filter)
|
||||
# chroma key 绿幕抠像(在 scale 之后,fps 之前)
|
||||
try:
|
||||
from video_processing.chroma_key_engine import ChromaKeyConfig, ChromaKeyEngine
|
||||
|
||||
ck_config = ChromaKeyConfig.from_dict(clip.config.get("chroma_key"))
|
||||
if ck_config.has_effect():
|
||||
ck_engine = ChromaKeyEngine(ck_config)
|
||||
# 提取滤镜部分(不带输入输出标签)
|
||||
ck_full = ck_engine.build_filter("[in]", "[out]")
|
||||
ck_filter_part = ck_full[len("[in]") : -len("[out]")]
|
||||
filters.append(ck_filter_part)
|
||||
except Exception as e:
|
||||
logger.warning("[unified-render] chroma key 应用失败,跳过 clip=%s: %s", clip.clip_id, e)
|
||||
|
||||
filters.append("setpts=PTS-STARTPTS")
|
||||
filters.append(f"fps={self.output_fps}")
|
||||
|
||||
Reference in New Issue
Block a user