Add workshoe color alarm pipeline

This commit is contained in:
tian 2026-03-15 11:23:01 +08:00
parent 45842a4a52
commit 6b5ce59592
3 changed files with 273 additions and 14 deletions

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@ -0,0 +1,246 @@
{
"queue": {
"size": 8,
"strategy": "drop_oldest"
},
"graphs": [
{
"name": "person_shoe_two_stage_workshoe_alarm",
"executor": {
"batch_size": 2,
"run_budget": 8
},
"nodes": [
{
"id": "in",
"type": "input_rtsp",
"role": "source",
"enable": true,
"url": "rtsp://10.0.0.49:8554/cam",
"fps": 30,
"width": 1920,
"height": 1080,
"use_ffmpeg": true,
"use_mpp": false,
"force_tcp": true
},
{
"id": "pre_rgb",
"type": "preprocess",
"role": "filter",
"enable": true,
"dst_w": 1920,
"dst_h": 1080,
"dst_format": "rgb",
"dst_packed": true,
"resize_mode": "stretch",
"rga_gate": "person_shoe_two_stage_workshoe_alarm",
"use_rga": true
},
{
"id": "person_det",
"type": "ai_yolo",
"role": "filter",
"enable": true,
"cpu_affinity": [4],
"use_rga": true,
"rga_gate": "person_shoe_two_stage_workshoe_alarm",
"rga_max_inflight": 4,
"dst_packed": true,
"use_dma_input": true,
"infer_fps": 2,
"infer_phase_ms": 0,
"model_path": "./models/yolov8n-640.rknn",
"model_version": "v8",
"model_w": 640,
"model_h": 640,
"num_classes": 80,
"conf": 0.35,
"nms": 0.45,
"class_filter": [0],
"bbox_expand": {
"enable": true,
"class_id": 0,
"left": 0.06,
"right": 0.06,
"top": 0.04,
"bottom": 0.16
}
},
{
"id": "person_trk",
"type": "tracker",
"role": "filter",
"enable": true,
"cpu_affinity": [5],
"mode": "bytetrack_lite",
"per_class": true,
"track_classes": [0],
"high_th": 0.55,
"low_th": 0.10,
"iou_th": 0.3,
"max_age_ms": 900,
"min_hits": 2
},
{
"id": "shoe_det",
"type": "ai_shoe_det",
"role": "filter",
"enable": true,
"cpu_affinity": [6],
"use_rga": true,
"rga_gate": "person_shoe_two_stage_workshoe_alarm",
"rga_max_inflight": 4,
"dst_packed": true,
"use_dma_input": false,
"infer_fps": 2,
"infer_phase_ms": 150,
"model_path": "./models/shoe_detector_openimages_ppe_v1.rknn",
"model_w": 640,
"model_h": 640,
"conf": 0.15,
"nms": 0.45,
"v8_box_format": "cxcywh",
"append_detections": true,
"dynamic_roi": {
"enable": true,
"person_class_id": 0,
"shoe_class_id": 1,
"debug_roi_class_id": -1,
"max_rois": 3,
"min_person_height": 60,
"x_offset": -0.24,
"y_offset": 0.64,
"width_scale": 1.48,
"height_scale": 0.58
}
},
{
"id": "shoe_assoc",
"type": "logic_gate",
"role": "filter",
"enable": true,
"cpu_affinity": [6],
"mode": "person_shoe_check",
"debug": false,
"person_shoe_check": {
"person_class": 0,
"shoe_class": 1,
"violation_class": 2,
"min_person_score": 0.30,
"min_shoe_score": 0.15,
"require_person_track_id": true,
"attach_person_track_to_shoe": true,
"emit_missing_violation": false,
"foot_region": {
"x_offset": -0.24,
"y_offset": 0.64,
"width_scale": 1.48,
"height_scale": 0.58
}
}
},
{
"id": "shoe_color",
"type": "logic_gate",
"role": "filter",
"enable": true,
"cpu_affinity": [6],
"mode": "ppe_boots_check",
"anchor_class": 0,
"boots_class": 1,
"violation_class": 2,
"debug": false,
"color_check": {
"enable": true,
"method": "brightness",
"dark_threshold": 90,
"roi_expand": 1.0
}
},
{
"id": "osd",
"type": "osd",
"role": "filter",
"enable": true,
"cpu_affinity": [7],
"draw_bbox": true,
"draw_text": false,
"use_rga_bbox": false,
"labels": ["person", "shoe", "non_black_shoe"]
},
{
"id": "post",
"type": "preprocess",
"role": "filter",
"enable": true,
"cpu_affinity": [7],
"dst_w": 1920,
"dst_h": 1080,
"dst_format": "nv12",
"resize_mode": "stretch",
"rga_gate": "person_shoe_two_stage_workshoe_alarm",
"use_rga": true
},
{
"id": "pub",
"type": "publish",
"role": "filter",
"enable": true,
"cpu_affinity": [3],
"codec": "h264",
"fps": 30,
"bitrate_kbps": 2000,
"mpp_output_timeout_ms": 50,
"mpp_packet_wait_ms": 10,
"use_mpp": true,
"outputs": [
{"proto": "rtsp_server", "port": 8555, "path": "/live/cam1"}
]
},
{
"id": "alarm",
"type": "alarm",
"role": "sink",
"enable": true,
"eval_fps": 2,
"labels": ["person", "shoe", "non_black_shoe"],
"rules": [
{
"name": "non_compliant_workshoe",
"class_ids": [2],
"roi": {"x": 0.0, "y": 0.0, "w": 1.0, "h": 1.0},
"min_score": 0.30,
"require_track_id": true,
"min_duration_ms": 800,
"min_hits": 2,
"hit_window_ms": 2000,
"cooldown_ms": 10000,
"per_track_cooldown_ms": 15000
}
],
"actions": {
"log": {
"enable": true,
"level": "info",
"include_detections": true,
"min_interval_ms": 2000
}
}
}
],
"edges": [
["in", "pre_rgb"],
["pre_rgb", "person_det"],
["person_det", "person_trk"],
["person_trk", "shoe_det", {"queue": {"size": 16, "strategy": "drop_oldest"}}],
["shoe_det", "shoe_assoc", {"queue": {"size": 16, "strategy": "drop_oldest"}}],
["shoe_assoc", "shoe_color", {"queue": {"size": 16, "strategy": "drop_oldest"}}],
["shoe_color", "osd", {"queue": {"size": 16, "strategy": "drop_oldest"}}],
["osd", "post", {"queue": {"size": 32, "strategy": "drop_oldest"}}],
["post", "pub", {"queue": {"size": 64, "strategy": "drop_oldest"}}],
["pub", "alarm", {"queue": {"size": 64, "strategy": "drop_oldest"}}]
]
}
]
}

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@ -165,6 +165,12 @@ sudo ./scripts/ops.sh ddr-restore
./build/media-server -c configs/person_shoe_two_stage_recommended_alarm.json
```
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:
```bash
./build/media-server -c configs/person_shoe_two_stage_workshoe_alarm.json
```
说明:
- 输入端:`use_ffmpeg: true`、`use_mpp: false`

View File

@ -21,6 +21,7 @@ struct PersonShoeCheckConfig {
bool require_person_track_id = false;
bool use_person_bbox_for_violation = true;
bool attach_person_track_to_shoe = true;
bool emit_missing_violation = true;
float match_iou = 0.02f;
float x_offset = -0.20f;
float y_offset = 0.64f;
@ -32,6 +33,7 @@ struct LogicGateConfig {
std::string mode = "ppe_boots_check";
int anchor_class = 6;
int boots_class = 3;
int violation_class = 10;
bool enable_color_check = true;
bool pass_through = true;
bool debug = false;
@ -118,6 +120,7 @@ private:
config.mode = cfg.ValueOr<std::string>("mode", config.mode);
config.anchor_class = cfg.ValueOr<int>("anchor_class", config.anchor_class);
config.boots_class = cfg.ValueOr<int>("boots_class", config.boots_class);
config.violation_class = cfg.ValueOr<int>("violation_class", config.violation_class);
config.violation_key = cfg.ValueOr<std::string>("violation_key", config.violation_key);
config.pass_through = cfg.ValueOr<bool>("pass_through", config.pass_through);
config.debug = cfg.ValueOr<bool>("debug", config.debug);
@ -144,6 +147,8 @@ private:
"use_person_bbox_for_violation", config.person_shoe.use_person_bbox_for_violation);
config.person_shoe.attach_person_track_to_shoe = ps->ValueOr<bool>(
"attach_person_track_to_shoe", config.person_shoe.attach_person_track_to_shoe);
config.person_shoe.emit_missing_violation = ps->ValueOr<bool>(
"emit_missing_violation", config.person_shoe.emit_missing_violation);
config.person_shoe.match_iou = ps->ValueOr<float>("match_iou", config.person_shoe.match_iou);
if (const SimpleJson* fr = ps->Find("foot_region"); fr && fr->IsObject()) {
config.person_shoe.x_offset = fr->ValueOr<float>("x_offset", config.person_shoe.x_offset);
@ -246,19 +251,21 @@ private:
continue;
}
Detection no_shoe;
no_shoe.cls_id = config_.person_shoe.violation_class;
no_shoe.track_id = person.track_id;
no_shoe.score = std::max(0.5f, person.score);
no_shoe.bbox = config_.person_shoe.use_person_bbox_for_violation ? person.bbox : foot_region;
appended.push_back(no_shoe);
if (config_.person_shoe.emit_missing_violation) {
Detection no_shoe;
no_shoe.cls_id = config_.person_shoe.violation_class;
no_shoe.track_id = person.track_id;
no_shoe.score = std::max(0.5f, person.score);
no_shoe.bbox = config_.person_shoe.use_person_bbox_for_violation ? person.bbox : foot_region;
appended.push_back(no_shoe);
if (config_.debug) {
LogInfo("[logic_gate] no_shoe track_id=" + std::to_string(no_shoe.track_id) +
" bbox=(" + std::to_string(static_cast<int>(no_shoe.bbox.x)) + "," +
std::to_string(static_cast<int>(no_shoe.bbox.y)) + "," +
std::to_string(static_cast<int>(no_shoe.bbox.w)) + "," +
std::to_string(static_cast<int>(no_shoe.bbox.h)) + ")");
if (config_.debug) {
LogInfo("[logic_gate] no_shoe track_id=" + std::to_string(no_shoe.track_id) +
" bbox=(" + std::to_string(static_cast<int>(no_shoe.bbox.x)) + "," +
std::to_string(static_cast<int>(no_shoe.bbox.y)) + "," +
std::to_string(static_cast<int>(no_shoe.bbox.w)) + "," +
std::to_string(static_cast<int>(no_shoe.bbox.h)) + ")");
}
}
}
@ -282,8 +289,8 @@ private:
if (color_result.is_dark) continue;
Detection no_boots_det;
no_boots_det.cls_id = 10;
no_boots_det.track_id = std::max(0, boot.track_id);
no_boots_det.cls_id = config_.violation_class;
no_boots_det.track_id = boot.track_id;
no_boots_det.score = std::max(0.5f, color_result.confidence);
no_boots_det.bbox = boot.bbox;
detections.push_back(no_boots_det);