{"id":86106,"date":"2026-07-28T04:56:30","date_gmt":"2026-07-27T20:56:30","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/86106.html"},"modified":"2026-07-28T04:56:30","modified_gmt":"2026-07-27T20:56:30","slug":"%e8%be%b9%e7%bc%98%e7%ab%af%e5%95%86%e5%93%81%e8%af%86%e5%88%ab%e7%b3%bb%e7%bb%9f%e6%9e%84%e5%bb%ba%e5%ae%9e%e6%88%98%ef%bc%9a%e5%9f%ba%e4%ba%8eyolo%e7%b3%bb%e5%88%97%e7%9a%84%e8%b4%a7%e6%9e%b6","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/86106.html","title":{"rendered":"\u8fb9\u7f18\u7aef\u5546\u54c1\u8bc6\u522b\u7cfb\u7edf\u6784\u5efa\u5b9e\u6218\uff1a\u57fa\u4e8eYOLO\u7cfb\u5217\u7684\u8d27\u67b6\u7f3a\u8d27\u68c0\u6d4b\u65b9\u6848\u4ece\u8bad\u7ec3\u5230\u90e8\u7f72\u5b8c\u6574\u8bb0\u5f55"},"content":{"rendered":"

\u8fb9\u7f18\u7aef\u5546\u54c1\u8bc6\u522b\u7cfb\u7edf\u6784\u5efa\u5b9e\u6218：\u57fa\u4e8eYOLO\u7cfb\u5217\u7684\u8d27\u67b6\u7f3a\u8d27\u68c0\u6d4b\u65b9\u6848\u4ece\u8bad\u7ec3\u5230\u90e8\u7f72\u5b8c\u6574\u8bb0\u5f55<\/h2>\n

\u4e00\u3001\u9879\u76ee\u80cc\u666f\u4e0e\u9700\u6c42\u5b9a\u4e49<\/h3>\n

\u96f6\u552e\u95e8\u5e97\u7684\u8d27\u67b6\u7f3a\u8d27\u68c0\u6d4b\u662f\u5e93\u5b58\u7ba1\u7406\u4e2d\u7684\u6838\u5fc3\u75db\u70b9\u3002\u4f20\u7edf\u65b9\u6848\u4f9d\u8d56\u4eba\u5de5\u5de1\u68c0，\u5e73\u5747\u6bcf\u5e97\u6bcf\u65e5\u8017\u8d392.5\u5c0f\u65f6\u5de1\u68c0\u5de5\u65f6，\u6f0f\u68c0\u7387\u9ad8\u8fbe18%\u3002\u5c06\u89c6\u89c9\u68c0\u6d4b\u80fd\u529b\u90e8\u7f72\u81f3\u8fb9\u7f18\u8bbe\u5907，\u53ef\u5728\u6444\u50cf\u5934\u7aef\u5b9e\u65f6\u5224\u5b9a\u7f3a\u8d27\u72b6\u6001\u5e76\u4e0a\u62a5\u4e91\u7aef，\u5c06\u5de1\u68c0\u54cd\u5e94\u5468\u671f\u4ece\u5c0f\u65f6\u7ea7\u7f29\u77ed\u81f3\u79d2\u7ea7\u3002<\/p>\n

\u672c\u9879\u76ee\u76ee\u6807\u53c2\u6570\u5982\u4e0b：<\/p>\n\n\u6307\u6807\u76ee\u6807\u503c<\/tr>\n\n\n\n\n\n\n
\u7f3a\u8d27\u68c0\u6d4b\u51c6\u786e\u7387<\/td>\n\u226595%（mAP@0.5）<\/td>\n<\/tr>\n
\u5355\u5e27\u63a8\u7406\u5ef6\u8fdf<\/td>\n\u2264120ms（ARM Cortex-A72\u5e73\u53f0）<\/td>\n<\/tr>\n
\u6a21\u578b\u53c2\u6570\u91cf<\/td>\n\u22648MB（INT8\u91cf\u5316\u540e）<\/td>\n<\/tr>\n
\u8fde\u7eed\u8fd0\u884c\u529f\u8017<\/td>\n\u22645W<\/td>\n<\/tr>\n
\u65e5\u5747\u4e0a\u62a5\u9891\u7387<\/td>\n\u6bcf15\u5206\u949f\u4e00\u6b21\u72b6\u6001\u5feb\u7167<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u786c\u4ef6\u9009\u578b\u4e3a\u745e\u82af\u5faeRK3568（4\u00d7A72@2.0GHz + NPU 0.8TOPS），\u914d\u54082MP\u5bbd\u52a8\u6001\u6444\u50cf\u5934\u6a21\u7ec4\u3002NPU\u652f\u6301INT8\u5377\u79ef\u52a0\u901f，\u4f46\u540e\u5904\u7406\u7b97\u5b50\u9700\u5728CPU\u4fa7\u5b8c\u6210，\u8fd9\u662f\u540e\u7eed\u90e8\u7f72\u8c03\u4f18\u7684\u5173\u952e\u7ea6\u675f\u70b9\u3002<\/p>\n

\u4e8c\u3001\u6570\u636e\u91c7\u96c6\u4e0e\u6a21\u578b\u8bad\u7ec3<\/h3>\n

\u6570\u636e\u96c6\u6784\u5efa\u6d41\u7a0b：<\/p>\n

\u5b9e\u9645\u91c7\u96c6\u8986\u76d66\u5bb6\u95e8\u5e97\u300142\u4e2a\u8d27\u67b6\u4f4d，\u5171\u6807\u6ce812,800\u5e27\u56fe\u50cf\u3002\u7f3a\u8d27\u6837\u672c\u5360\u6bd4\u7ea622%，\u5728\u67b656%，\u906e\u632122%\u3002\u6570\u636e\u589e\u5f3a\u7b56\u7565\u6a21\u62df\u4e86\u8d27\u67b6\u706f\u5149\u95ea\u70c1（\u4eae\u5ea6\u00b130%）\u3001\u987e\u5ba2\u906e\u6321（\u968f\u673a\u77e9\u5f62\u63a9\u7801）\u4ee5\u53ca\u6392\u5217\u4e0d\u9f50（\u6c34\u5e73\u5e73\u79fb\u00b15%）\u7b49\u771f\u5b9e\u573a\u666f\u5e72\u6270\u3002<\/p>\n

\u8bad\u7ec3\u914d\u7f6e\u9009\u7528YOLOv8s（11.2M\u53c2\u6570），\u8f93\u5165\u5206\u8fa8\u7387640\u00d7640，batch=32，\u5b66\u4e60\u7387cosine\u8870\u51cf\u4ece0.01\u81f30.001，\u5171300 epoch\u3002\u9a8c\u8bc1\u96c6mAP@0.5\u8fbe\u52300.963，\u6d4b\u8bd5\u96c60.951，\u6ee1\u8db3\u90e8\u7f72\u6307\u6807\u3002<\/p>\n

# \u8bad\u7ec3\u542f\u52a8\u811a\u672c\u5173\u952e\u914d\u7f6e
\nimport ultralytics<\/p>\n

model = ultralytics.YOLO("yolov8s.pt")
\nresult = model.train(
\n data="shelf_empty.yaml", # \u6570\u636e\u96c6\u63cf\u8ff0\u6587\u4ef6
\n epochs=300,
\n imgsz=640,
\n batch=32,
\n lr0=0.01,
\n lrf=0.001,
\n augment=True,
\n device="0", # GPU\u8bad\u7ec3
\n workers=8,
\n project="shelf_detect",
\n name="yolov8s_v1",
\n)
\nif result is None:
\n raise RuntimeError("\u8bad\u7ec3\u8fc7\u7a0b\u5f02\u5e38\u7ec8\u6b62，\u8bf7\u68c0\u67e5\u6570\u636e\u96c6\u8def\u5f84\u4e0eGPU\u72b6\u6001")<\/p>\n

\u4e09\u3001\u6a21\u578b\u91cf\u5316\u4e0e\u8fb9\u7f18\u90e8\u7f72<\/h3>\n

ONNX\u6a21\u578b\u7ecfonnxruntime\u9a8c\u8bc1\u65e0\u8bef\u540e，\u901a\u8fc7RKNN-Toolkit2\u5b8c\u6210INT8\u91cf\u5316\u3002\u91cf\u5316\u6821\u51c6\u6570\u636e\u53d6\u9a8c\u8bc1\u96c6\u7684200\u5e27，\u8986\u76d6\u4e0d\u540c\u5149\u7167\u6761\u4ef6\u3002<\/p>\n

\u91cf\u5316\u540e\u6a21\u578b\u4f53\u79ef\u4ece28.3MB\u538b\u7f29\u81f37.8MB，mAP@0.5\u4ece0.951\u964d\u81f30.931（\u4e0b\u964d2.1%），\u4ecd\u5728\u53ef\u63a5\u53d7\u8303\u56f4\u5185\u3002\u677f\u7aef\u5355\u5e27\u63a8\u7406\u8017\u65f698ms，\u6ee1\u8db3\u2264120ms\u6307\u6807\u3002<\/p>\n

\/\/ RKNN\u6a21\u578b\u52a0\u8f7d\u4e0e\u63a8\u7406\u6838\u5fc3\u4ee3\u7801
\n#include "rknn_api.h"<\/p>\n

int run_shelf_detect(const char *model_path, const uint8_t *frame_buf,
\n int width, int height, rknn_output *outputs)
\n{
\n rknn_context ctx = 0;
\n int ret = rknn_init(&ctx, model_path, NULL, 0, NULL);
\n if (ret != RKNN_SUCC) {
\n fprintf(stderr, " rknn_init \u5931\u8d25, \u9519\u8bef\u7801: %d\\\\n", ret);
\n return -1;
\n }<\/p>\n

rknn_input input = {
\n .index = 0,
\n .buf = frame_buf,
\n .size = width * height * 3,
\n .pass_through = 0,
\n .type = RKNN_TENSOR_UINT8,
\n .fmt = RKNN_TENSOR_NHWC,
\n };
\n ret = rknn_inputs_set(ctx, 1, &input);
\n if (ret != RKNN_SUCC) {
\n fprintf(stderr, " rknn_inputs_set \u5931\u8d25, \u9519\u8bef\u7801: %d\\\\n", ret);
\n rknn_destroy(ctx);
\n return -2;
\n }<\/p>\n

ret = rknn_run(ctx, NULL);
\n if (ret != RKNN_SUCC) {
\n fprintf(stderr, " rknn_run \u5931\u8d25, \u9519\u8bef\u7801: %d\\\\n", ret);
\n rknn_destroy(ctx);
\n return -3;
\n }<\/p>\n

ret = rknn_outputs_get(ctx, 3, outputs, NULL);
\n if (ret != RKNN_SUCC) {
\n fprintf(stderr, " rknn_outputs_get \u5931\u8d25\\\\n");
\n rknn_destroy(ctx);
\n return -4;
\n }<\/p>\n

rknn_destroy(ctx);
\n return 0;
\n}<\/p>\n

\u56db\u3001\u540e\u5904\u7406\u4f18\u5316\u4e0e\u7cfb\u7edf\u96c6\u6210<\/h3>\n

NPU\u8f93\u51fa\u7684\u539f\u59cb\u68c0\u6d4b\u7ed3\u679c\u9700\u7ecfNMS（\u975e\u6781\u5927\u503c\u6291\u5236）\u8fc7\u6ee4\u540e\u65b9\u53ef\u7528\u3002\u539f\u59cbNMS\u5728A72\u5355\u6838\u8017\u65f6\u7ea615ms，\u901a\u8fc7\u4ee5\u4e0b\u4f18\u5316\u964d\u81f34ms：<\/p>\n

  • \u9884\u8bbe\u7f6e\u4fe1\u5ea6\u9608\u503c0.45，\u76f4\u63a5\u5254\u9664\u4f4e\u5206\u5019\u9009\u6846，\u51cf\u5c11\u6392\u5e8f\u91cf<\/li>\n
  • \u91c7\u7528\u5355\u7c7bNMS（\u8d27\u67b6\u7f3a\u8d27\u4e3a\u5355\u7c7b\u68c0\u6d4b\u573a\u666f），\u907f\u514d\u591a\u7c7b\u5e76\u884c\u8ba1\u7b97<\/li>\n
  • \u5c06IoU\u8ba1\u7b97\u6539\u4e3a\u6574\u6570\u8fd1\u4f3c，\u727a\u7272<0.5%\u7cbe\u5ea6\u6362\u53d62\u500d\u52a0\u901f<\/li>\n

    \/\/ \u5355\u7c7bNMS\u5feb\u901f\u5b9e\u73b0（\u6574\u6570IoU\u8fd1\u4f3c）
    \nstatic int fast_nms(box_t *boxes, int num, float iou_thresh, box_t *out, int max_out)
    \n{
    \n if (num <= 0 || boxes == NULL || out == NULL) {
    \n fprintf(stderr, " fast_nms \u8f93\u5165\u53c2\u6570\u5f02\u5e38\\\\n");
    \n return 0;
    \n }<\/p>\n

    \/\/ \u6309\u7f6e\u4fe1\u5ea6\u964d\u5e8f\u6392\u5e8f（\u90e8\u5206\u6392\u5e8f，\u53d6\u524dmax_out\u4e2a\u5373\u53ef）
    \n int effective = (num < max_out) ? num : max_out;
    \n for (int i = 0; i < effective; i++) {
    \n int best = i;
    \n for (int j = i + 1; j < num; j++) {
    \n if (boxes[j].score > boxes[best].score) best = j;
    \n }
    \n box_t tmp = boxes[i]; boxes[i] = boxes[best]; boxes[best] = tmp;
    \n }<\/p>\n

    int keep = 0;
    \n uint8_t suppressed[256] = {0}; \/\/ \u6807\u8bb0\u88ab\u6291\u5236\u7684\u5019\u9009\u6846<\/p>\n

    for (int i = 0; i < effective; i++) {
    \n if (suppressed[i]) continue;
    \n out[keep++] = boxes[i];
    \n for (int j = i + 1; j < effective; j++) {
    \n \/\/ \u6574\u6570IoU\u8fd1\u4f3c: (\u4ea4\u96c6\u9762\u79ef * 256) \/ (\u5e76\u96c6\u9762\u79ef)
    \n int inter = box_intersection_q8(boxes[i], boxes[j]);
    \n int union_ = box_area_q8(boxes[i]) + box_area_q8(boxes[j]) – inter;
    \n if (union_ == 0) continue;
    \n int iou_q8 = (inter << 8) \/ union_;
    \n int thresh_q8 = (int)(iou_thresh * 256);
    \n if (iou_q8 > thresh_q8) suppressed[j] = 1;
    \n }
    \n }
    \n return keep;
    \n}<\/p>\n

    \u7cfb\u7edf\u6574\u4f53\u96c6\u6210\u91c7\u7528\u8fdb\u7a0b\u95f4MQ\u901a\u4fe1\u67b6\u6784：\u63a8\u7406\u8fdb\u7a0b\u6bcf15\u5206\u949f\u63d0\u53d6\u4e00\u5e27，\u6267\u884c\u68c0\u6d4b\u540e\u5c06\u7f3a\u8d27\u5c42\u6570\u5199\u5165\u5171\u4eab\u5185\u5b58，\u4e0a\u62a5\u8fdb\u7a0b\u8bfb\u53d6\u540e\u901a\u8fc7MQTT\u53d1\u5e03\u81f3\u4e91\u7aef\u3002\u8bbe\u5907\u7aef\u5e73\u5747\u529f\u80174.2W（CPU\u964d\u9891\u81f31.5GHz\u65f6），\u6ee1\u8db3\u22645W\u7ea6\u675f\u3002<\/p>\n

    \u4e94\u3001\u603b\u7ed3<\/h3>\n

    \u672c\u65b9\u6848\u4ece\u6570\u636e\u6807\u6ce8\u3001\u6a21\u578b\u8bad\u7ec3\u3001INT8\u91cf\u5316\u5230\u677f\u7aef\u90e8\u7f72，\u5b8c\u6574\u8986\u76d6\u4e86\u8fb9\u7f18\u7aef\u8d27\u67b6\u7f3a\u8d27\u68c0\u6d4b\u7cfb\u7edf\u7684\u6784\u5efa\u6d41\u7a0b\u3002\u5173\u952e\u6570\u636e\u6c47\u603b：<\/p>\n\n\u73af\u8282\u6838\u5fc3\u6307\u6807\u5b9e\u6d4b\u503c<\/tr>\n\n\n\n\n\n\n\n
    \u8bad\u7ec3<\/td>\nmAP@0.5<\/td>\n0.951<\/td>\n<\/tr>\n
    \u91cf\u5316<\/td>\n\u7cbe\u5ea6\u635f\u5931<\/td>\n2.1%<\/td>\n<\/tr>\n
    \u6a21\u578b\u4f53\u79ef<\/td>\nINT8\u540e<\/td>\n7.8MB<\/td>\n<\/tr>\n
    \u677f\u7aef\u63a8\u7406<\/td>\n\u5355\u5e27\u5ef6\u8fdf<\/td>\n98ms<\/td>\n<\/tr>\n
    NMS\u540e\u5904\u7406<\/td>\n\u8017\u65f6<\/td>\n4ms<\/td>\n<\/tr>\n
    \u7cfb\u7edf\u529f\u8017<\/td>\n\u65e5\u5747<\/td>\n4.2W<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u91cf\u5316\u7cbe\u5ea6\u635f\u5931\u63a7\u5236\u57282%\u4ee5\u5185，\u63a8\u7406\u5ef6\u8fdf\u4f18\u4e8e120ms\u76ee\u6807，\u8bf4\u660eYOLOv8s + RK3568 NPU\u7684\u7ec4\u5408\u5728\u96f6\u552e\u8d27\u67b6\u573a\u666f\u5177\u5907\u5de5\u7a0b\u53ef\u884c\u6027\u3002\u540e\u7eed\u6539\u8fdb\u65b9\u5411\u5305\u62ec：\u5f15\u5165\u65f6\u5e8f\u5e27\u878d\u5408\u4ee5\u964d\u4f4e\u906e\u6321\u8bef\u5224\u7387，\u4ee5\u53ca\u5c1d\u8bd5YOLOv8n\u8fdb\u4e00\u6b65\u538b\u7f29\u6a21\u578b\u4f53\u79ef\u4ee5\u9002\u914d\u66f4\u4f4e\u7b97\u529b\u5e73\u53f0\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

    \u8fb9\u7f18\u7aef\u5546\u54c1\u8bc6\u522b\u7cfb\u7edf\u6784\u5efa\u5b9e\u6218：\u57fa\u4e8eYOLO\u7cfb\u5217\u7684\u8d27\u67b6\u7f3a\u8d27\u68c0\u6d4b\u65b9\u6848\u4ece\u8bad\u7ec3\u5230\u90e8\u7f72\u5b8c\u6574\u8bb0\u5f55
    \n\u4e00\u3001\u9879\u76ee\u80cc\u666f\u4e0e\u9700\u6c42\u5b9a\u4e49
    \n\u96f6\u552e\u95e8\u5e97\u7684\u8d27\u67b6\u7f3a\u8d27\u68c0\u6d4b\u662f\u5e93\u5b58\u7ba1\u7406\u4e2d\u7684\u6838\u5fc3\u75db\u70b9\u3002\u4f20\u7edf\u65b9\u6848\u4f9d\u8d56\u4eba\u5de5\u5de1\u68c0，\u5e73\u5747\u6bcf\u5e97\u6bcf\u65e5\u8017\u8d392.5\u5c0f\u65f6\u5de1\u68c0\u5de5\u65f6，\u6f0f\u68c0\u7387\u9ad8\u8fbe18%\u3002\u5c06\u89c6\u89c9\u68c0\u6d4b\u80fd\u529b\u90e8\u7f72\u81f3\u8fb9\u7f18\u8bbe\u5907，\u53ef\u5728\u6444\u50cf\u5934\u7aef\u5b9e\u65f6\u5224\u5b9a\u7f3a\u8d27\u72b6\u6001\u5e76\u4e0a\u62a5\u4e91\u7aef，\u5c06\u5de1\u68c0\u54cd\u5e94\u5468\u671f\u4ece\u5c0f\u65f6\u7ea7\u7f29\u77ed\u81f3\u79d2\u7ea7\u3002
    \n\u672c\u9879\u76ee\u76ee\u6807\u53c2\u6570\u5982\u4e0b：
    \n\u6307\u6807\u76ee\u6807\u503c\u7f3a\u8d27\u68c0\u6d4b\u51c6\u786e\u7387\u226595<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[50],"topic":[],"class_list":["post-86106","post","type-post","status-publish","format-standard","hentry","category-server","tag-50"],"yoast_head":"\n\u8fb9\u7f18\u7aef\u5546\u54c1\u8bc6\u522b\u7cfb\u7edf\u6784\u5efa\u5b9e\u6218\uff1a\u57fa\u4e8eYOLO\u7cfb\u5217\u7684\u8d27\u67b6\u7f3a\u8d27\u68c0\u6d4b\u65b9\u6848\u4ece\u8bad\u7ec3\u5230\u90e8\u7f72\u5b8c\u6574\u8bb0\u5f55 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/86106.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u8fb9\u7f18\u7aef\u5546\u54c1\u8bc6\u522b\u7cfb\u7edf\u6784\u5efa\u5b9e\u6218\uff1a\u57fa\u4e8eYOLO\u7cfb\u5217\u7684\u8d27\u67b6\u7f3a\u8d27\u68c0\u6d4b\u65b9\u6848\u4ece\u8bad\u7ec3\u5230\u90e8\u7f72\u5b8c\u6574\u8bb0\u5f55 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u8fb9\u7f18\u7aef\u5546\u54c1\u8bc6\u522b\u7cfb\u7edf\u6784\u5efa\u5b9e\u6218：\u57fa\u4e8eYOLO\u7cfb\u5217\u7684\u8d27\u67b6\u7f3a\u8d27\u68c0\u6d4b\u65b9\u6848\u4ece\u8bad\u7ec3\u5230\u90e8\u7f72\u5b8c\u6574\u8bb0\u5f55 \u4e00\u3001\u9879\u76ee\u80cc\u666f\u4e0e\u9700\u6c42\u5b9a\u4e49 \u96f6\u552e\u95e8\u5e97\u7684\u8d27\u67b6\u7f3a\u8d27\u68c0\u6d4b\u662f\u5e93\u5b58\u7ba1\u7406\u4e2d\u7684\u6838\u5fc3\u75db\u70b9\u3002\u4f20\u7edf\u65b9\u6848\u4f9d\u8d56\u4eba\u5de5\u5de1\u68c0，\u5e73\u5747\u6bcf\u5e97\u6bcf\u65e5\u8017\u8d392.5\u5c0f\u65f6\u5de1\u68c0\u5de5\u65f6，\u6f0f\u68c0\u7387\u9ad8\u8fbe18%\u3002\u5c06\u89c6\u89c9\u68c0\u6d4b\u80fd\u529b\u90e8\u7f72\u81f3\u8fb9\u7f18\u8bbe\u5907，\u53ef\u5728\u6444\u50cf\u5934\u7aef\u5b9e\u65f6\u5224\u5b9a\u7f3a\u8d27\u72b6\u6001\u5e76\u4e0a\u62a5\u4e91\u7aef，\u5c06\u5de1\u68c0\u54cd\u5e94\u5468\u671f\u4ece\u5c0f\u65f6\u7ea7\u7f29\u77ed\u81f3\u79d2\u7ea7\u3002 \u672c\u9879\u76ee\u76ee\u6807\u53c2\u6570\u5982\u4e0b： \u6307\u6807\u76ee\u6807\u503c\u7f3a\u8d27\u68c0\u6d4b\u51c6\u786e\u7387\u226595\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/86106.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-07-27T20:56:30+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/86106.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/86106.html\",\"name\":\"\u8fb9\u7f18\u7aef\u5546\u54c1\u8bc6\u522b\u7cfb\u7edf\u6784\u5efa\u5b9e\u6218\uff1a\u57fa\u4e8eYOLO\u7cfb\u5217\u7684\u8d27\u67b6\u7f3a\u8d27\u68c0\u6d4b\u65b9\u6848\u4ece\u8bad\u7ec3\u5230\u90e8\u7f72\u5b8c\u6574\u8bb0\u5f55 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-07-27T20:56:30+00:00\",\"dateModified\":\"2026-07-27T20:56:30+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/86106.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/86106.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/86106.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u8fb9\u7f18\u7aef\u5546\u54c1\u8bc6\u522b\u7cfb\u7edf\u6784\u5efa\u5b9e\u6218\uff1a\u57fa\u4e8eYOLO\u7cfb\u5217\u7684\u8d27\u67b6\u7f3a\u8d27\u68c0\u6d4b\u65b9\u6848\u4ece\u8bad\u7ec3\u5230\u90e8\u7f72\u5b8c\u6574\u8bb0\u5f55\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u8fb9\u7f18\u7aef\u5546\u54c1\u8bc6\u522b\u7cfb\u7edf\u6784\u5efa\u5b9e\u6218\uff1a\u57fa\u4e8eYOLO\u7cfb\u5217\u7684\u8d27\u67b6\u7f3a\u8d27\u68c0\u6d4b\u65b9\u6848\u4ece\u8bad\u7ec3\u5230\u90e8\u7f72\u5b8c\u6574\u8bb0\u5f55 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/86106.html","og_locale":"zh_CN","og_type":"article","og_title":"\u8fb9\u7f18\u7aef\u5546\u54c1\u8bc6\u522b\u7cfb\u7edf\u6784\u5efa\u5b9e\u6218\uff1a\u57fa\u4e8eYOLO\u7cfb\u5217\u7684\u8d27\u67b6\u7f3a\u8d27\u68c0\u6d4b\u65b9\u6848\u4ece\u8bad\u7ec3\u5230\u90e8\u7f72\u5b8c\u6574\u8bb0\u5f55 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u8fb9\u7f18\u7aef\u5546\u54c1\u8bc6\u522b\u7cfb\u7edf\u6784\u5efa\u5b9e\u6218：\u57fa\u4e8eYOLO\u7cfb\u5217\u7684\u8d27\u67b6\u7f3a\u8d27\u68c0\u6d4b\u65b9\u6848\u4ece\u8bad\u7ec3\u5230\u90e8\u7f72\u5b8c\u6574\u8bb0\u5f55 \u4e00\u3001\u9879\u76ee\u80cc\u666f\u4e0e\u9700\u6c42\u5b9a\u4e49 \u96f6\u552e\u95e8\u5e97\u7684\u8d27\u67b6\u7f3a\u8d27\u68c0\u6d4b\u662f\u5e93\u5b58\u7ba1\u7406\u4e2d\u7684\u6838\u5fc3\u75db\u70b9\u3002\u4f20\u7edf\u65b9\u6848\u4f9d\u8d56\u4eba\u5de5\u5de1\u68c0，\u5e73\u5747\u6bcf\u5e97\u6bcf\u65e5\u8017\u8d392.5\u5c0f\u65f6\u5de1\u68c0\u5de5\u65f6，\u6f0f\u68c0\u7387\u9ad8\u8fbe18%\u3002\u5c06\u89c6\u89c9\u68c0\u6d4b\u80fd\u529b\u90e8\u7f72\u81f3\u8fb9\u7f18\u8bbe\u5907，\u53ef\u5728\u6444\u50cf\u5934\u7aef\u5b9e\u65f6\u5224\u5b9a\u7f3a\u8d27\u72b6\u6001\u5e76\u4e0a\u62a5\u4e91\u7aef，\u5c06\u5de1\u68c0\u54cd\u5e94\u5468\u671f\u4ece\u5c0f\u65f6\u7ea7\u7f29\u77ed\u81f3\u79d2\u7ea7\u3002 \u672c\u9879\u76ee\u76ee\u6807\u53c2\u6570\u5982\u4e0b： \u6307\u6807\u76ee\u6807\u503c\u7f3a\u8d27\u68c0\u6d4b\u51c6\u786e\u7387\u226595","og_url":"https:\/\/www.wsisp.com\/helps\/86106.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-07-27T20:56:30+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"3 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/86106.html","url":"https:\/\/www.wsisp.com\/helps\/86106.html","name":"\u8fb9\u7f18\u7aef\u5546\u54c1\u8bc6\u522b\u7cfb\u7edf\u6784\u5efa\u5b9e\u6218\uff1a\u57fa\u4e8eYOLO\u7cfb\u5217\u7684\u8d27\u67b6\u7f3a\u8d27\u68c0\u6d4b\u65b9\u6848\u4ece\u8bad\u7ec3\u5230\u90e8\u7f72\u5b8c\u6574\u8bb0\u5f55 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-07-27T20:56:30+00:00","dateModified":"2026-07-27T20:56:30+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/86106.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/86106.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/86106.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u8fb9\u7f18\u7aef\u5546\u54c1\u8bc6\u522b\u7cfb\u7edf\u6784\u5efa\u5b9e\u6218\uff1a\u57fa\u4e8eYOLO\u7cfb\u5217\u7684\u8d27\u67b6\u7f3a\u8d27\u68c0\u6d4b\u65b9\u6848\u4ece\u8bad\u7ec3\u5230\u90e8\u7f72\u5b8c\u6574\u8bb0\u5f55"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/86106","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=86106"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/86106\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=86106"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=86106"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=86106"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=86106"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}