YOLO 目标检测
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检测列表
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接口说明
Web 通过 HTTP 调用 vision 服务:POST /predict(上传字段名为 image)
dataset root: /www/wwwroot/Intelligent_Pear_Orchard/springboot/src/datasets/pear
# Dataset Preparation Report

- images_dir: `src\dataset\images`
- labels_dir: `src\dataset\labels`
- matched_pairs: **2002**
- missing_labels: **165**
- missing_images: **1**

- train: **1801**
- val: **201**

- class_ids_seen: `[0]`

## Images without label
- `src\dataset\images\DSC_1352_12kv2r1k_0.jpg`
- `src\dataset\images\DSC_1352_12kv2r1k_3.jpg`
- `src\dataset\images\DSC_1356_12kv2r5k_10.jpg`
- `src\dataset\images\DSC_1365_12kv2r15k_0.jpg`
- `src\dataset\images\DSC_1372_12kv2r23k_1.jpg`
- `src\dataset\images\DSC_1375_12kv3r2k_0.jpg`
- `src\dataset\images\DSC_1379_12kv3r6k_2.jpg`
- `src\dataset\images\DSC_1387_12kv3r15k_1.jpg`
- `src\dataset\images\DSC_1399_12kv4r4k_11.jpg`
- `src\dataset\images\DSC_1400_12kv4r5k_1.jpg`
- `src\dataset\images\DSC_1404_12kv4r9k_1.jpg`
- `src\dataset\images\DSC_1404_12kv4r9k_4.jpg`
- `src\dataset\images\DSC_1407_12kv4r12k_11.jpg`
- `src\dataset\images\DSC_1414_12kv4r19k_0.jpg`
- `src\dataset\images\IMG_20220804_104955_12kv1r8k_1.jpg`
- `src\dataset\images\IMG_20220804_104955_12kv1r8k_12.jpg`
- `src\dataset\images\IMG_20220804_104955_12kv1r8k_13.jpg`
- `src\dataset\images\IMG_20220804_104955_12kv1r8k_14.jpg`
- `src\dataset\images\IMG_20220804_104955_12kv1r8k_17.jpg`
- `src\dataset\images\IMG_20220804_104955_12kv1r8k_4.jpg`
- `src\dataset\images\IMG_20220804_104955_12kv1r8k_7.jpg`
- `src\dataset\images\IMG_20220804_105013_12kv1r10k_1.jpg`
- `src\dataset\images\IMG_20220804_105013_12kv1r10k_12.jpg`
- `src\dataset\images\IMG_20220804_105013_12kv1r10k_3.jpg`
- `src\dataset\images\IMG_20220804_105013_12kv1r10k_4.jpg`
- `src\dataset\images\IMG_20220804_105013_12kv1r10k_5.jpg`
- `src\dataset\images\IMG_20220804_105022_12kv1r11k_4.jpg`
- `src\dataset\images\IMG_20220804_105022_12kv1r11k_5.jpg`
- `src\dataset\images\IMG_20220804_105022_12kv1r11k_6.jpg`
- `src\dataset\images\IMG_20220804_105022_12kv1r11k_9.jpg`
- `src\dataset\images\IMG_20220804_105041_12kv1r13k_11.jpg`
- `src\dataset\images\IMG_20220804_105041_12kv1r13k_2.jpg`
- `src\dataset\images\IMG_20220804_105049_12kv1r14k_3.jpg`
- `src\dataset\images\IMG_20220804_105204_12kv2r2k_7.jpg`
- `src\dataset\images\IMG_20220804_105212_12kv2r3k_7.jpg`
- `src\dataset\images\IMG_20220804_105221_12kv2r4k_13.jpg`
- `src\dataset\images\IMG_20220804_105221_12kv2r4k_14.jpg`
- `src\dataset\images\IMG_20220804_105229_12kv2r5k_5.jpg`
- `src\dataset\images\IMG_20220804_105313_12kv2r9k_22.jpg`
- `src\dataset\images\IMG_20220804_105414_12kv2r14k_0.jpg`
- `src\dataset\images\IMG_20220804_105414_12kv2r14k_5.jpg`
- `src\dataset\images\IMG_20220804_105427_12kv2r15k_2.jpg`
- `src\dataset\images\IMG_20220804_105455_12kv2r17k_8.jpg`
- `src\dataset\images\IMG_20220804_105527_12kv2r20k_17.jpg`
- `src\dataset\images\IMG_20220804_105630_12kv2r21k_20.jpg`
- `src\dataset\images\IMG_20220804_105630_12kv2r21k_21.jpg`
- `src\dataset\images\IMG_20220804_105645_12kv2r23k_9.jpg`
- `src\dataset\images\IMG_20220804_105801_12kv3r1k_2.jpg`
- `src\dataset\images\IMG_20220804_105801_12kv3r1k_3.jpg`
- `src\dataset\images\IMG_20220804_105822_12kv3r3k_7.jpg`
- `src\dataset\images\IMG_20220804_105822_12kv3r3k_8.jpg`
- `src\dataset\images\IMG_20220804_105903_12kv3r6k_1.jpg`
- `src\dataset\images\IMG_20220804_105903_12kv3r6k_8.jpg`
- `src\dataset\images\IMG_20220804_105925_12kv3r7k_2.jpg`
- `src\dataset\images\IMG_20220804_105925_12kv3r7k_20.jpg`
- `src\dataset\images\IMG_20220804_105937_12kv3r8k_3.jpg`
- `src\dataset\images\IMG_20220804_105937_12kv3r8k_8.jpg`
- `src\dataset\images\IMG_20220804_110009_12kv3r12k_22.jpg`
- `src\dataset\images\IMG_20220804_110027_12kv3r14k_15.jpg`
- `src\dataset\images\IMG_20220804_110027_12kv3r14k_4.jpg`
- `src\dataset\images\IMG_20220804_110038_12kv3r15k_2.jpg`
- `src\dataset\images\IMG_20220804_110038_12kv3r15k_5.jpg`
- `src\dataset\images\IMG_20220804_110113_12kv3r20k_0.jpg`
- `src\dataset\images\IMG_20220804_110113_12kv3r20k_22.jpg`
- `src\dataset\images\IMG_20220804_110138__12kv3r24k_0.jpg`
- `src\dataset\images\IMG_20220804_110138__12kv3r24k_24.jpg`
- `src\dataset\images\IMG_20220804_110138__12kv3r24k_26.jpg`
- `src\dataset\images\IMG_20220804_110317_12kv4r1k_0.jpg`
- `src\dataset\images\IMG_20220804_110317_12kv4r1k_1.jpg`
- `src\dataset\images\IMG_20220804_110317_12kv4r1k_4.jpg`
- `src\dataset\images\IMG_20220804_110334_12kv4r3k_14.jpg`
- `src\dataset\images\IMG_20220804_110334_12kv4r3k_18.jpg`
- `src\dataset\images\IMG_20220804_110343_12kv4r4k_0.jpg`
- `src\dataset\images\IMG_20220804_110359_12kv4r5k_0.jpg`
- `src\dataset\images\IMG_20220804_110359_12kv4r5k_1.jpg`
- `src\dataset\images\IMG_20220804_110359_12kv4r5k_12.jpg`
- `src\dataset\images\IMG_20220804_110359_12kv4r5k_15.jpg`
- `src\dataset\images\IMG_20220804_110359_12kv4r5k_2.jpg`
- `src\dataset\images\IMG_20220804_110409_12kv4r6k_0.jpg`
- `src\dataset\images\IMG_20220804_110409_12kv4r6k_1.jpg`
- `src\dataset\images\IMG_20220804_110409_12kv4r6k_18.jpg`
- `src\dataset\images\IMG_20220804_110409_12kv4r6k_19.jpg`
- `src\dataset\images\IMG_20220804_110409_12kv4r6k_2.jpg`
- `src\dataset\images\IMG_20220804_110409_12kv4r6k_21.jpg`
- `src\dataset\images\IMG_20220804_110409_12kv4r6k_3.jpg`
- `src\dataset\images\IMG_20220804_110409_12kv4r6k_7.jpg`
- `src\dataset\images\IMG_20220804_110419_12kv4r7k_1.jpg`
- `src\dataset\images\IMG_20220804_110419_12kv4r7k_2.jpg`
- `src\dataset\images\IMG_20220804_110419_12kv4r7k_4.jpg`
- `src\dataset\images\IMG_20220804_110419_12kv4r7k_5.jpg`
- `src\dataset\images\IMG_20220804_110443_12kv4r9k_1.jpg`
- `src\dataset\images\IMG_20220804_110443_12kv4r9k_2.jpg`
- `src\dataset\images\IMG_20220804_110454_12kv4r10k_0.jpg`
- `src\dataset\images\IMG_20220804_110454_12kv4r10k_1.jpg`
- `src\dataset\images\IMG_20220804_110454_12kv4r10k_24.jpg`
- `src\dataset\images\IMG_20220804_110454_12kv4r10k_3.jpg`
- `src\dataset\images\IMG_20220804_110502_12kv4r11k_21.jpg`
- `src\dataset\images\IMG_20220804_110502_12kv4r11k_22.jpg`
- `src\dataset\images\IMG_20220804_110502_12kv4r11k_3.jpg`
- `src\dataset\images\IMG_20220804_110502_12kv4r11k_4.jpg`
- `src\dataset\images\IMG_20220804_110502_12kv4r11k_5.jpg`
- `src\dataset\images\IMG_20220804_110502_12kv4r11k_6.jpg`
- `src\dataset\images\IMG_20220804_110520_12kv4r12k_0.jpg`
- `src\dataset\images\IMG_20220804_110520_12kv4r12k_18.jpg`
- `src\dataset\images\IMG_20220804_110520_12kv4r12k_24.jpg`
- `src\dataset\images\IMG_20220804_110531_12kv4r13k_0.jpg`
- `src\dataset\images\IMG_20220804_110531_12kv4r13k_1.jpg`
- `src\dataset\images\IMG_20220804_110531_12kv4r13k_10.jpg`
- `src\dataset\images\IMG_20220804_110531_12kv4r13k_11.jpg`
- `src\dataset\images\IMG_20220804_110531_12kv4r13k_2.jpg`
- `src\dataset\images\IMG_20220804_110531_12kv4r13k_3.jpg`
- `src\dataset\images\IMG_20220804_110531_12kv4r13k_7.jpg`
- `src\dataset\images\IMG_20220804_110540_12kv4r14k_0.jpg`
- `src\dataset\images\IMG_20220804_110551_12kv4r15k_19.jpg`
- `src\dataset\images\IMG_20220804_110551_12kv4r15k_20.jpg`
- `src\dataset\images\IMG_20220804_110551_12kv4r15k_23.jpg`
- `src\dataset\images\IMG_20220804_110551_12kv4r15k_3.jpg`
- `src\dataset\images\IMG_20220804_110559_12kv4r16k_0.jpg`
- `src\dataset\images\IMG_20220804_110559_12kv4r16k_2.jpg`
- `src\dataset\images\IMG_20220804_110559_12kv4r16k_24.jpg`
- `src\dataset\images\IMG_20220804_110559_12kv4r16k_3.jpg`
- `src\dataset\images\IMG_20220804_110559_12kv4r16k_4.jpg`
- `src\dataset\images\IMG_20220804_110610_12kv4r17k_14.jpg`
- `src\dataset\images\IMG_20220804_110610_12kv4r17k_15.jpg`
- `src\dataset\images\IMG_20220804_110610_12kv4r17k_21.jpg`
- `src\dataset\images\IMG_20220804_110620_12kv4r18k_0.jpg`
- `src\dataset\images\IMG_20220804_110620_12kv4r18k_15.jpg`
- `src\dataset\images\IMG_20220804_110620_12kv4r18k_8.jpg`
- `src\dataset\images\IMG_20220804_110630_12kv4r19k_0.jpg`
- `src\dataset\images\IMG_20220804_110630_12kv4r19k_18.jpg`
- `src\dataset\images\IMG_20220804_110630_12kv4r19k_19.jpg`
- `src\dataset\images\IMG_20220804_110630_12kv4r19k_22.jpg`
- `src\dataset\images\IMG_20220804_110630_12kv4r19k_25.jpg`
- `src\dataset\images\IMG_20220804_110630_12kv4r19k_3.jpg`
- `src\dataset\images\IMG_20220804_110630_12kv4r19k_4.jpg`
- `src\dataset\images\IMG_20220804_110630_12kv4r19k_5.jpg`
- `src\dataset\images\IMG_20220804_110630_12kv4r19k_7.jpg`
- `src\dataset\images\IMG_20220804_110655_12kv4r21k_14.jpg`
- `src\dataset\images\IMG_20220804_110655_12kv4r21k_3.jpg`
- `src\dataset\images\IMG_20220804_110655_12kv4r21k_6.jpg`
- `src\dataset\images\IMG_20220804_110705_12kv4r22k_0.jpg`
- `src\dataset\images\IMG_20220804_110705_12kv4r22k_1.jpg`
- `src\dataset\images\IMG_20220804_110705_12kv4r22k_10.jpg`
- `src\dataset\images\IMG_20220804_110705_12kv4r22k_13.jpg`
- `src\dataset\images\IMG_20220804_110705_12kv4r22k_14.jpg`
- `src\dataset\images\IMG_20220804_110705_12kv4r22k_15.jpg`
- `src\dataset\images\IMG_20220804_110705_12kv4r22k_16.jpg`
- `src\dataset\images\IMG_20220804_110705_12kv4r22k_17.jpg`
- `src\dataset\images\IMG_20220804_110705_12kv4r22k_18.jpg`
- `src\dataset\images\IMG_20220804_110705_12kv4r22k_19.jpg`
- `src\dataset\images\IMG_20220804_110705_12kv4r22k_20.jpg`
- `src\dataset\images\IMG_20220804_110705_12kv4r22k_21.jpg`
- `src\dataset\images\IMG_20220804_110705_12kv4r22k_5.jpg`
- `src\dataset\images\IMG_20220804_110715_12kv4r23k_0.jpg`
- `src\dataset\images\IMG_20220804_110715_12kv4r23k_13.jpg`
- `src\dataset\images\IMG_20220804_110715_12kv4r23k_16.jpg`
- `src\dataset\images\IMG_20220804_110715_12kv4r23k_2.jpg`
- `src\dataset\images\IMG_20220804_110715_12kv4r23k_21.jpg`
- `src\dataset\images\IMG_20220804_110715_12kv4r23k_26.jpg`
- `src\dataset\images\IMG_20220804_110715_12kv4r23k_27.jpg`
- `src\dataset\images\IMG_20220804_110715_12kv4r23k_3.jpg`
- `src\dataset\images\IMG_20220804_110715_12kv4r23k_6.jpg`
- `src\dataset\images\IMG_20220804_110715_12kv4r23k_7.jpg`
- `src\dataset\images\IMG_20220804_110715_12kv4r23k_8.jpg`
- `src\dataset\images\IMG_20220804_110715_12kv4r23k_9.jpg`

## Labels without image
- `src\dataset\labels\labels.txt`

path: datasets/pear
train: images/train
val: images/val
nc: 1
names: ['class0']
训练集目录
训练命令(可复制到终端执行)
python vision/train.py --data "/www/wwwroot/Intelligent_Pear_Orchard/springboot/vision/data_train.yaml" --epochs 50 --imgsz 640
进度
0%
训练进度解读
 
状态
{running=false, startedAt=null, exitCode=null, lastError=null, logFile=/www/wwwroot/Intelligent_Pear_Orchard/springboot/vision/logs/train.log, bestModelPath=null, epochCurrent=50, epochTotal=50, progressPercent=100}
训练日志(tail)

                    
自动刷新:开启
输出
 
设置
语言
主题色
项目简介
Pear Orchard Intelligent Robot:Spring Boot + Thymeleaf 前端,FastAPI + YOLOv8 视觉服务,支持目标检测、训练与模型管理。
vision 服务地址:http://127.0.0.1:8002