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| class MurataSmartEyeFusion: """ Murata 60GHz雷达 + Smart Eye视觉融合 融合层级: 1. 数据级:原始信号对齐 2. 特征级:跨模态特征拼接 3. 决策级:置信度加权融合 """ def __init__(self): self.radar_processor = Radar60GHzProcessor() self.vision_processor = SmartEyeSDK() self.fusion = CrossModalFusion() def process(self, radar_raw, camera_frame): """ 多模态融合处理 Args: radar_raw: 60GHz雷达ADC数据 camera_frame: RGB-IR摄像头帧 Returns: cabin_state: 座舱全状态 """ radar_features = self.radar_processor.extract(radar_raw)
vision_features = self.vision_processor.process(camera_frame) fused = self.fusion.fuse(radar_features, vision_features) return { 'dms': { 'gaze_direction': fused['gaze'], 'perclos': fused['perclos'], 'head_pose': fused['head_pose'], 'distraction_level': fused['distraction'], 'fatigue_level': fused['fatigue'], }, 'oms': { 'occupant_count': fused['occupant_count'], 'occupant_class': fused['occupant_classes'], 'posture': fused['postures'], }, 'cpd': { 'child_present': fused['child_detected'], 'child_position': fused.get('child_position'), 'breathing_rate': fused.get('breathing_rate'), 'confidence': fused['cpd_confidence'], } }
class CrossModalFusion: """跨模态融合引擎""" def __init__(self): self.radar_encoder = RadarEncoder() self.vision_encoder = VisionEncoder() self.fusion_transformer = FusionTransformer() self.heads = TaskHeads() def fuse(self, radar_feat, vision_feat): r_emb = self.radar_encoder(radar_feat) v_emb = self.vision_encoder(vision_feat) r_query_v = cross_attention(r_emb, v_emb) v_query_r = cross_attention(v_emb, r_emb) fused = torch.cat([r_query_v, v_query_r], dim=-1) return self.heads(fused)
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