Add workshoe color alarm pipeline
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configs/person_shoe_two_stage_workshoe_alarm.json
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246
configs/person_shoe_two_stage_workshoe_alarm.json
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@ -0,0 +1,246 @@
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{
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"queue": {
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"size": 8,
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"strategy": "drop_oldest"
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},
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"graphs": [
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{
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"name": "person_shoe_two_stage_workshoe_alarm",
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"executor": {
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"batch_size": 2,
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"run_budget": 8
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},
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"nodes": [
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{
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"id": "in",
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"type": "input_rtsp",
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"role": "source",
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"enable": true,
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"url": "rtsp://10.0.0.49:8554/cam",
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"fps": 30,
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"width": 1920,
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"height": 1080,
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"use_ffmpeg": true,
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"use_mpp": false,
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"force_tcp": true
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},
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{
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"id": "pre_rgb",
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"type": "preprocess",
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"role": "filter",
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"enable": true,
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"dst_w": 1920,
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"dst_h": 1080,
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"dst_format": "rgb",
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"dst_packed": true,
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"resize_mode": "stretch",
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"rga_gate": "person_shoe_two_stage_workshoe_alarm",
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"use_rga": true
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},
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{
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"id": "person_det",
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"type": "ai_yolo",
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"role": "filter",
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"enable": true,
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"cpu_affinity": [4],
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"use_rga": true,
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"rga_gate": "person_shoe_two_stage_workshoe_alarm",
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"rga_max_inflight": 4,
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"dst_packed": true,
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"use_dma_input": true,
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"infer_fps": 2,
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"infer_phase_ms": 0,
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"model_path": "./models/yolov8n-640.rknn",
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"model_version": "v8",
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"model_w": 640,
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"model_h": 640,
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"num_classes": 80,
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"conf": 0.35,
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"nms": 0.45,
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"class_filter": [0],
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"bbox_expand": {
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"enable": true,
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"class_id": 0,
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"left": 0.06,
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"right": 0.06,
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"top": 0.04,
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"bottom": 0.16
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}
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},
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{
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"id": "person_trk",
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"type": "tracker",
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"role": "filter",
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"enable": true,
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"cpu_affinity": [5],
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"mode": "bytetrack_lite",
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"per_class": true,
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"track_classes": [0],
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"high_th": 0.55,
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"low_th": 0.10,
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"iou_th": 0.3,
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"max_age_ms": 900,
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"min_hits": 2
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},
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{
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"id": "shoe_det",
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"type": "ai_shoe_det",
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"role": "filter",
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"enable": true,
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"cpu_affinity": [6],
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"use_rga": true,
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"rga_gate": "person_shoe_two_stage_workshoe_alarm",
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"rga_max_inflight": 4,
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"dst_packed": true,
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"use_dma_input": false,
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"infer_fps": 2,
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"infer_phase_ms": 150,
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"model_path": "./models/shoe_detector_openimages_ppe_v1.rknn",
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"model_w": 640,
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"model_h": 640,
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"conf": 0.15,
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"nms": 0.45,
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"v8_box_format": "cxcywh",
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"append_detections": true,
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"dynamic_roi": {
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"enable": true,
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"person_class_id": 0,
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"shoe_class_id": 1,
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"debug_roi_class_id": -1,
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"max_rois": 3,
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"min_person_height": 60,
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"x_offset": -0.24,
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"y_offset": 0.64,
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"width_scale": 1.48,
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"height_scale": 0.58
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}
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},
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{
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"id": "shoe_assoc",
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"type": "logic_gate",
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"role": "filter",
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"enable": true,
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"cpu_affinity": [6],
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"mode": "person_shoe_check",
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"debug": false,
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"person_shoe_check": {
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"person_class": 0,
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"shoe_class": 1,
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"violation_class": 2,
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"min_person_score": 0.30,
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"min_shoe_score": 0.15,
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"require_person_track_id": true,
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"attach_person_track_to_shoe": true,
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"emit_missing_violation": false,
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"foot_region": {
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"x_offset": -0.24,
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"y_offset": 0.64,
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"width_scale": 1.48,
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"height_scale": 0.58
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}
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}
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},
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{
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"id": "shoe_color",
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"type": "logic_gate",
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"role": "filter",
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"enable": true,
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"cpu_affinity": [6],
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"mode": "ppe_boots_check",
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"anchor_class": 0,
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"boots_class": 1,
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"violation_class": 2,
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"debug": false,
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"color_check": {
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"enable": true,
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"method": "brightness",
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"dark_threshold": 90,
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"roi_expand": 1.0
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}
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},
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{
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"id": "osd",
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"type": "osd",
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"role": "filter",
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"enable": true,
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"cpu_affinity": [7],
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"draw_bbox": true,
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"draw_text": false,
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"use_rga_bbox": false,
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"labels": ["person", "shoe", "non_black_shoe"]
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},
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{
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"id": "post",
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"type": "preprocess",
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"role": "filter",
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"enable": true,
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"cpu_affinity": [7],
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"dst_w": 1920,
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"dst_h": 1080,
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"dst_format": "nv12",
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"resize_mode": "stretch",
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"rga_gate": "person_shoe_two_stage_workshoe_alarm",
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"use_rga": true
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},
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{
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"id": "pub",
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"type": "publish",
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"role": "filter",
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"enable": true,
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"cpu_affinity": [3],
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"codec": "h264",
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"fps": 30,
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"bitrate_kbps": 2000,
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"mpp_output_timeout_ms": 50,
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"mpp_packet_wait_ms": 10,
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"use_mpp": true,
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"outputs": [
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{"proto": "rtsp_server", "port": 8555, "path": "/live/cam1"}
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]
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},
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{
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"id": "alarm",
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"type": "alarm",
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"role": "sink",
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"enable": true,
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"eval_fps": 2,
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"labels": ["person", "shoe", "non_black_shoe"],
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"rules": [
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{
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"name": "non_compliant_workshoe",
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"class_ids": [2],
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"roi": {"x": 0.0, "y": 0.0, "w": 1.0, "h": 1.0},
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"min_score": 0.30,
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"require_track_id": true,
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"min_duration_ms": 800,
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"min_hits": 2,
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"hit_window_ms": 2000,
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"cooldown_ms": 10000,
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"per_track_cooldown_ms": 15000
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}
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],
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"actions": {
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"log": {
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"enable": true,
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"level": "info",
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"include_detections": true,
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"min_interval_ms": 2000
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}
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}
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}
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],
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"edges": [
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["in", "pre_rgb"],
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["pre_rgb", "person_det"],
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["person_det", "person_trk"],
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["person_trk", "shoe_det", {"queue": {"size": 16, "strategy": "drop_oldest"}}],
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["shoe_det", "shoe_assoc", {"queue": {"size": 16, "strategy": "drop_oldest"}}],
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["shoe_assoc", "shoe_color", {"queue": {"size": 16, "strategy": "drop_oldest"}}],
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["shoe_color", "osd", {"queue": {"size": 16, "strategy": "drop_oldest"}}],
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["osd", "post", {"queue": {"size": 32, "strategy": "drop_oldest"}}],
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["post", "pub", {"queue": {"size": 64, "strategy": "drop_oldest"}}],
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["pub", "alarm", {"queue": {"size": 64, "strategy": "drop_oldest"}}]
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]
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}
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]
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}
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@ -165,6 +165,12 @@ sudo ./scripts/ops.sh ddr-restore
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./build/media-server -c configs/person_shoe_two_stage_recommended_alarm.json
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```
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如果业务目标是“只关心已检测到的鞋是否为黑色劳保鞋”,可使用:
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```bash
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./build/media-server -c configs/person_shoe_two_stage_workshoe_alarm.json
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```
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说明:
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- 输入端:`use_ffmpeg: true`、`use_mpp: false`
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@ -21,6 +21,7 @@ struct PersonShoeCheckConfig {
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bool require_person_track_id = false;
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bool use_person_bbox_for_violation = true;
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bool attach_person_track_to_shoe = true;
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bool emit_missing_violation = true;
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float match_iou = 0.02f;
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float x_offset = -0.20f;
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float y_offset = 0.64f;
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@ -32,6 +33,7 @@ struct LogicGateConfig {
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std::string mode = "ppe_boots_check";
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int anchor_class = 6;
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int boots_class = 3;
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int violation_class = 10;
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bool enable_color_check = true;
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bool pass_through = true;
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bool debug = false;
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@ -118,6 +120,7 @@ private:
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config.mode = cfg.ValueOr<std::string>("mode", config.mode);
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config.anchor_class = cfg.ValueOr<int>("anchor_class", config.anchor_class);
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config.boots_class = cfg.ValueOr<int>("boots_class", config.boots_class);
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config.violation_class = cfg.ValueOr<int>("violation_class", config.violation_class);
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config.violation_key = cfg.ValueOr<std::string>("violation_key", config.violation_key);
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config.pass_through = cfg.ValueOr<bool>("pass_through", config.pass_through);
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config.debug = cfg.ValueOr<bool>("debug", config.debug);
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@ -144,6 +147,8 @@ private:
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"use_person_bbox_for_violation", config.person_shoe.use_person_bbox_for_violation);
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config.person_shoe.attach_person_track_to_shoe = ps->ValueOr<bool>(
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"attach_person_track_to_shoe", config.person_shoe.attach_person_track_to_shoe);
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config.person_shoe.emit_missing_violation = ps->ValueOr<bool>(
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"emit_missing_violation", config.person_shoe.emit_missing_violation);
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config.person_shoe.match_iou = ps->ValueOr<float>("match_iou", config.person_shoe.match_iou);
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if (const SimpleJson* fr = ps->Find("foot_region"); fr && fr->IsObject()) {
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config.person_shoe.x_offset = fr->ValueOr<float>("x_offset", config.person_shoe.x_offset);
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@ -246,19 +251,21 @@ private:
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continue;
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}
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Detection no_shoe;
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no_shoe.cls_id = config_.person_shoe.violation_class;
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no_shoe.track_id = person.track_id;
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no_shoe.score = std::max(0.5f, person.score);
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no_shoe.bbox = config_.person_shoe.use_person_bbox_for_violation ? person.bbox : foot_region;
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appended.push_back(no_shoe);
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if (config_.person_shoe.emit_missing_violation) {
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Detection no_shoe;
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no_shoe.cls_id = config_.person_shoe.violation_class;
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no_shoe.track_id = person.track_id;
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no_shoe.score = std::max(0.5f, person.score);
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no_shoe.bbox = config_.person_shoe.use_person_bbox_for_violation ? person.bbox : foot_region;
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appended.push_back(no_shoe);
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if (config_.debug) {
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LogInfo("[logic_gate] no_shoe track_id=" + std::to_string(no_shoe.track_id) +
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" bbox=(" + std::to_string(static_cast<int>(no_shoe.bbox.x)) + "," +
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std::to_string(static_cast<int>(no_shoe.bbox.y)) + "," +
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std::to_string(static_cast<int>(no_shoe.bbox.w)) + "," +
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std::to_string(static_cast<int>(no_shoe.bbox.h)) + ")");
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if (config_.debug) {
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LogInfo("[logic_gate] no_shoe track_id=" + std::to_string(no_shoe.track_id) +
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" bbox=(" + std::to_string(static_cast<int>(no_shoe.bbox.x)) + "," +
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std::to_string(static_cast<int>(no_shoe.bbox.y)) + "," +
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std::to_string(static_cast<int>(no_shoe.bbox.w)) + "," +
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std::to_string(static_cast<int>(no_shoe.bbox.h)) + ")");
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}
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}
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}
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@ -282,8 +289,8 @@ private:
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if (color_result.is_dark) continue;
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Detection no_boots_det;
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no_boots_det.cls_id = 10;
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no_boots_det.track_id = std::max(0, boot.track_id);
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no_boots_det.cls_id = config_.violation_class;
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no_boots_det.track_id = boot.track_id;
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no_boots_det.score = std::max(0.5f, color_result.confidence);
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no_boots_det.bbox = boot.bbox;
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detections.push_back(no_boots_det);
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