{"id":123218,"date":"2026-11-06T21:32:56","date_gmt":"2026-11-06T13:32:56","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/123218.html"},"modified":"2026-11-06T21:32:56","modified_gmt":"2026-11-06T13:32:56","slug":"%e5%9f%ba%e4%ba%8eyolo%e7%9a%84%e8%88%b9%e8%88%b6%e8%af%86%e5%88%ab%e7%b3%bb%e7%bb%9f%e7%9a%84%e8%ae%be%e8%ae%a1%e4%b8%8e%e5%ae%9e%e7%8e%b0%ef%bc%88%e6%ba%90%e7%a0%81%e6%96%87%e6%a1%a3%ef%bc%89","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/123218.html","title":{"rendered":"\u57fa\u4e8eYOLO\u7684\u8239\u8236\u8bc6\u522b\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0\uff08\u6e90\u7801+\u6587\u6863\uff09"},"content":{"rendered":"

\/* MD \/ \u5bcc\u6587\u672c\u4e2d\u7684 .toc\uff08\u542b\u535a\u5ba2\u56ed\u642c\u5bb6\u7b49\u5d4c\u5957\u7ed3\u6784\uff09\uff1b.toc-box \u5728\u4fa7\u680f\uff0c\u4e0d\u53d7\u5f71\u54cd *\/
\n #content_views .toc,
\n \/* \u7f16\u8f91\u5668\u5e38\u5728\u76ee\u5f55\u524d\u540e\u63d2\u5165\u7a7a p\uff08:empty \u4ecd\u5360 20px\uff09\uff0c\u4e00\u5e76\u53bb\u6389\u907f\u514d\u9876\u7a7a\u9699 *\/
\n #content_views.markdown_views > p:empty:has(+ .toc),
\n #content_views.markdown_views > .toc + p:empty,
\n \/* \u5bcc\u6587\u672c\u65e7\u7248\u76ee\u5f55\u6807\u8bb0 *\/
\n #content_views.htmledit_views #main-toc,
\n #content_views.htmledit_views #hr-toc,
\n #content_views.htmledit_views p[id*=\\”-toc\\”] {
\n display: none !important;
\n }
\n \/* \u76ee\u5f55\u53bb\u6389\u540e\uff0c\u7d27\u8ddf\u7684\u9996\u4e2a\u6807\u9898\u4e0d\u518d\u591a\u51fa\u4e00\u5757\u4e0a\u8fb9\u8ddd *\/
\n #content_views.markdown_views > .toc + h1,
\n #content_views.markdown_views > .toc + h2,
\n #content_views.markdown_views > .toc + h3,
\n #content_views.markdown_views > .toc + h4,
\n #content_views.markdown_views > .toc + p:empty + h1,
\n #content_views.markdown_views > .toc + p:empty + h2,
\n #content_views.markdown_views > .toc + p:empty + h3,
\n #content_views.markdown_views > .toc + p:empty + h4 {
\n margin-top: 0 !important;
\n }<\/p>\n

\u6e29\u99a8\u63d0\u793a：\u672c\u4eba\u4e3b\u9875\u7f6e\u9876\u6587\u7ae0(\u70b9\u6211)\u5f00\u5934\u6709 CSDN \u5e73\u53f0\u5b98\u65b9\u63d0\u4f9b\u7684\u5b66\u957f\u8054\u7cfb\u65b9\u5f0f\u7684\u540d\u7247！<\/font><\/p>\n

\u8bfe\u9898\u4ecb\u7ecd<\/h3>\n

\u5185\u6cb3\u3001\u6e2f\u53e3\u6c34\u57df\u73af\u5883\u590d\u6742，\u8239\u8236\u79cd\u7c7b\u7e41\u591a，\u4f9d\u9760\u4eba\u5de5\u77ad\u671b\u548c\u76d1\u63a7\u67e5\u770b\u8239\u8236\u4fe1\u606f，\u5bb9\u6613\u51fa\u73b0\u6f0f\u68c0\u3001\u8bc6\u522b\u4e0d\u53ca\u65f6\u7684\u95ee\u9898，\u96be\u4ee5\u6ee1\u8db3\u6c34\u57df\u667a\u80fd\u5316\u76d1\u7ba1\u9700\u6c42\u3002\u672c\u6587\u8bbe\u8ba1\u5b9e\u73b0\u57fa\u4e8eYOLO\u7684\u8239\u8236\u8bc6\u522b\u7cfb\u7edf，\u91c7\u7528Python\u8bed\u8a00+Flask\u6846\u67b6\u5f00\u53d1，\u642d\u914dWeb\u524d\u7aef，MySQL\u4f5c\u4e3a\u6570\u636e\u5e93，\u4f7f\u7528YOLO\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\u5bf9\u6cb3\u9053\u3001\u6e2f\u53e3\u76d1\u63a7\u89c6\u9891\u753b\u9762\u8fdb\u884c\u8bc6\u522b，\u81ea\u52a8\u68c0\u6d4b\u8239\u8236\u76ee\u6807\u3002\u7cfb\u7edf\u5305\u542b\u5de1\u67e5\u4eba\u5458\u3001\u7ba1\u7406\u5458\u4e24\u7c7b\u89d2\u8272，\u652f\u6301RTSP\u89c6\u9891\u6d41\u63a5\u5165\u3001\u5b9e\u65f6\u8239\u8236\u68c0\u6d4b\u3001\u8fdd\u89c4\u6293\u62cd\u4fdd\u5b58\u3001\u8bc6\u522b\u8bb0\u5f55\u5165\u5e93\u3001\u5386\u53f2\u8bb0\u5f55\u67e5\u8be2\u3001\u76d1\u63a7\u70b9\u4f4d\u7ba1\u7406\u7b49\u529f\u80fd\u3002\u7ecf\u8fc7\u9700\u6c42\u5206\u6790\u3001\u7cfb\u7edf\u8bbe\u8ba1\u3001\u7f16\u7801\u5f00\u53d1\u4e0e\u6d4b\u8bd5，\u7cfb\u7edf\u53ef\u4ee5\u5168\u5929\u5019\u81ea\u52a8\u8bc6\u522b\u753b\u9762\u4e2d\u7684\u8239\u8236，\u964d\u4f4e\u4eba\u5de5\u5de1\u67e5\u6210\u672c，\u52a9\u529b\u6c34\u57df\u667a\u80fd\u76d1\u7ba1\u3002<\/p>\n

\u6280\u672f\u6808<\/h3>\n

Python\u3001Flask\u3001YOLO\u3001OpenCV\u3001MySQL\u3001PyMySQL\u3001Vue3\u3001Element Plus\u3001RTSP\u89c6\u9891\u6d41\u89e3\u6790<\/p>\n

\u9879\u76ee\u5b9e\u73b0<\/h3>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

\u6587\u6863\u622a\u56fe<\/h3>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

## \u6838\u5fc3\u4ee3\u7801
\n```python
\n# YOLO + Flask \u8239\u8236\u8bc6\u522b\u6838\u5fc3\u4ee3\u7801
\nfrom ultralytics import YOLO
\nimport cv2
\nfrom flask import Flask, request, jsonify
\nimport pymysql
\nimport time<\/p>\n

app = Flask(__name__)
\nmodel = YOLO("yolov11n_ship.pt")
\n# \u8239\u8236\u7c7b\u522b：ship\u8239\u8236
\nclass_names = ["ship"]<\/p>\n

# \u6570\u636e\u5e93\u8fde\u63a5
\ndef get_db_conn():
\n conn = pymysql.connect(host="127.0.0.1", user="root", password="123456", database="ship_monitor", charset="utf8mb4")
\n return conn<\/p>\n

# \u8239\u8236\u68c0\u6d4b\u51fd\u6570
\ndef detect_ship(frame):
\n results = model(frame, conf=0.5)
\n detect_list = []
\n for res in results:
\n boxes = res.boxes
\n for box in boxes:
\n cls_id = int(box.cls[0])
\n cls_name = class_names[cls_id]
\n detect_list.append(cls_name)
\n x1, y1, x2, y2 = map(int, box.xyxy[0])
\n cv2.rectangle(frame, (x1, y1), (x2, y2), (0, 255, 0), 2)
\n cv2.putText(frame, cls_name, (x1, y1 – 10), cv2.FONT_HERSHEY_SIMPLEX, 0.6, (0, 255, 0), 2)
\n return frame, detect_list<\/p>\n

# \u8bc6\u522b\u8bb0\u5f55\u5165\u5e93
\ndef save_record(target_type, device_id):
\n conn = get_db_conn()
\n cur = conn.cursor()
\n sql = "insert into detect_record(target_type,device_id,create_time,status) values (%s,%s,%s,%s)"
\n cur.execute(sql, (target_type, device_id, time.strftime("%Y-%m-%d %H:%M:%S"), "\u5df2\u8bc6\u522b"))
\n conn.commit()
\n cur.close()
\n conn.close()<\/p>\n

@app.route("\/start_detect", methods=["POST"])
\ndef start_detect():
\n data = request.get_json()
\n rtsp_url = data.get("rtsp_url")
\n device_id = data.get("device_id")
\n cap = cv2.VideoCapture(rtsp_url)
\n if not cap.isOpened():
\n return jsonify({"code":500, "msg":"\u89c6\u9891\u6d41\u6253\u5f00\u5931\u8d25"})
\n while cap.isOpened():
\n ret, frame = cap.read()
\n if not ret:
\n break
\n frame, targets = detect_ship(frame)
\n if targets:
\n for item in targets:
\n save_record(item, device_id)
\n cv2.imshow("ship-monitor", frame)
\n if cv2.waitKey(1) & 0xFF == ord('q'):
\n break
\n cap.release()
\n cv2.destroyAllWindows()
\n return jsonify({"code":200, "msg":"\u68c0\u6d4b\u7ed3\u675f"})<\/p>\n

@app.route("\/record_list", methods=["GET"])
\ndef record_list():
\n conn = get_db_conn()
\n cur = conn.cursor(pymysql.cursors.DictCursor)
\n cur.execute("select * from detect_record order by create_time desc")
\n rows = cur.fetchall()
\n cur.close()
\n conn.close()
\n return jsonify({"code":200, "data":rows})<\/p>\n

if __name__ == "__main__":
\n app.run(host="0.0.0.0", port=5000, debug=True)<\/p>\n

\u7cfb\u7edf\u6d4b\u8bd5<\/h3>\n

\u7cfb\u7edf\u4ee5\u9ed1\u76d2\u6d4b\u8bd5\u4e3a\u4e3b，\u56f4\u7ed5\u5de1\u67e5\u4eba\u5458\u3001\u7ba1\u7406\u5458\u4e24\u4e2a\u89d2\u8272\u7684\u4e1a\u52a1\u6d41\u7a0b\u8bbe\u8ba1\u6d4b\u8bd5\u7528\u4f8b\u3002\u91cd\u70b9\u6d4b\u8bd5 RTSP \u89c6\u9891\u6d41\u63a5\u5165\u3001YOLO \u8239\u8236\u76ee\u6807\u68c0\u6d4b\u3001\u76ee\u6807\u6846\u9009\u6807\u6ce8\u3001\u8bc6\u522b\u8bb0\u5f55\u5b58\u50a8\u3001\u5386\u53f2\u8bb0\u5f55\u67e5\u8be2\u3001\u76d1\u63a7\u70b9\u4f4d\u7ba1\u7406\u7b49\u6838\u5fc3\u529f\u80fd，\u6821\u9a8c\u8f93\u5165\u53c2\u6570，\u62e6\u622a\u65e0\u6548\u89c6\u9891\u5730\u5740\u3001\u7a7a\u70b9\u4f4d\u540d\u79f0\u7b49\u5f02\u5e38\u6570\u636e\u3002\u6d4b\u8bd5\u8bb0\u5f55\u72b6\u6001\u6d41\u8f6c，\u533a\u5206\u5df2\u8bc6\u522b\u3001\u5df2\u67e5\u770b\u3002\u6d4b\u8bd5\u9875\u9762\u9002\u914d，\u5b9e\u65f6\u76d1\u63a7\u753b\u9762\u3001\u6807\u6ce8\u6548\u679c\u3001\u8bc6\u522b\u8bb0\u5f55\u5217\u8868\u5c55\u793a\u6b63\u5e38\u3002\u6a21\u62df\u591a\u8def\u6c34\u57df\u6444\u50cf\u5934\u540c\u65f6\u63a8\u6d41，\u9a8c\u8bc1\u7b97\u6cd5\u63a8\u7406\u7a33\u5b9a，\u5728\u6c34\u9762\u53cd\u5149\u3001\u8f7b\u5fae\u96fe\u6c14\u573a\u666f\u4e0b\u4e0d\u4f1a\u51fa\u73b0\u4e25\u91cd\u6f0f\u68c0\u3002\u9488\u5bf9\u975e\u6cd5\u63a5\u53e3\u8bf7\u6c42\u8fdb\u884c\u6d4b\u8bd5，\u6355\u83b7\u5f02\u5e38\u5e76\u7ed9\u51fa\u53cb\u597d\u63d0\u793a\u3002\u6d4b\u8bd5\u8fc7\u7a0b\u4e2d\u53d1\u73b0\u7f3a\u9677\u53ca\u65f6\u4fee\u590d\u5e76\u56de\u5f52\u9a8c\u8bc1，\u4fdd\u969c\u8239\u8236\u8bc6\u522b\u4e1a\u52a1\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n

\u7ed3\u8bba<\/h3>\n

\u672c\u6587\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u4e86\u57fa\u4e8e YOLO \u7684\u8239\u8236\u8bc6\u522b\u7cfb\u7edf，\u91c7\u7528 Python+Flask \u6846\u67b6\u5f00\u53d1，\u9488\u5bf9\u6e2f\u53e3\u3001\u6cb3\u9053\u4eba\u5de5\u76d1\u63a7\u8239\u8236\u8bc6\u522b\u6548\u7387\u4f4e\u3001\u5bb9\u6613\u6f0f\u68c0\u7684\u75db\u70b9，\u7ed3\u5408 YOLO \u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\u5b9e\u73b0\u6c34\u57df\u8239\u8236\u81ea\u52a8\u8bc6\u522b\u3002\u7cfb\u7edf\u5b9e\u73b0\u5b9e\u65f6\u89c6\u9891\u76d1\u6d4b\u3001\u8239\u8236\u76ee\u6807\u68c0\u6d4b\u6807\u6ce8\u3001\u8bc6\u522b\u8bb0\u5f55\u5b58\u50a8\u3001\u76d1\u63a7\u70b9\u4f4d\u7ba1\u7406\u7b49\u529f\u80fd，\u6ee1\u8db3\u5de1\u67e5\u4eba\u5458\u67e5\u770b\u8bc6\u522b\u8bb0\u5f55\u3001\u7ba1\u7406\u5458\u7edf\u4e00\u7ba1\u63a7\u7684\u9700\u6c42\u3002\u7ecf\u8fc7\u6d4b\u8bd5，\u7cfb\u7edf\u529f\u80fd\u5b8c\u6574\u3001\u8fd0\u884c\u7a33\u5b9a，\u8bc6\u522b\u901f\u5ea6\u5feb，\u9002\u7528\u4e8e\u5185\u6cb3\u3001\u6e2f\u53e3\u6c34\u57df\u76d1\u63a7\u573a\u666f\u3002\u540e\u7eed\u53ef\u4ee5\u589e\u52a0\u8239\u8236\u7ec6\u5206\u7c7b\u578b\u8bc6\u522b\u3001\u6293\u62cd\u56fe\u7247\u4fdd\u5b58\u3001\u8d8a\u754c\u544a\u8b66\u3001\u68c0\u6d4b\u533a\u57df\u5212\u5b9a\u3001\u6570\u636e\u5bfc\u51fa\u7b49\u529f\u80fd，\u8fdb\u4e00\u6b65\u5b8c\u5584\u7cfb\u7edf\u670d\u52a1\u80fd\u529b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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