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a/data/labels/val/1.txt +++ b/data/labels/val/1.txt @@ -1 +1 @@ -0 0.1207 0.0900 0.0383 0.0785 +0 0.1195 0.0922 0.0367 0.0820 diff --git a/data/labels/val/2.txt b/data/labels/val/2.txt index 5e1e279..19b728e 100644 --- a/data/labels/val/2.txt +++ b/data/labels/val/2.txt @@ -1 +1 @@ -0 0.1318 0.0900 0.0402 0.0949 +0 0.1281 0.0898 0.0492 0.1055 diff --git a/data/labels/val/3.txt b/data/labels/val/3.txt index 8b0bcb2..1470b5a 100644 --- a/data/labels/val/3.txt +++ b/data/labels/val/3.txt @@ -1 +1 @@ -0 0.1199 0.1080 0.0391 0.0738 +0 0.0656 0.0605 0.0242 0.0437 diff --git a/data/labels/val/4.txt b/data/labels/val/4.txt index 1cc3c54..4494099 100644 --- a/data/labels/val/4.txt +++ b/data/labels/val/4.txt @@ -1 +1 @@ -0 0.1139 0.1191 0.0402 0.0719 +0 0.1141 0.1207 0.0461 0.0750 diff --git a/data/labels/val/5.txt b/data/labels/val/5.txt index 6322725..4497167 100644 --- a/data/labels/val/5.txt +++ b/data/labels/val/5.txt @@ -1 +1 @@ -0 0.1334 0.0975 0.0332 0.0785 +0 0.0715 0.0555 0.0234 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a/data/labels/val/t_104.txt b/data/labels/val/t_104.txt new file mode 100644 index 0000000..7a2c9f8 --- /dev/null +++ b/data/labels/val/t_104.txt @@ -0,0 +1 @@ +0 0.0307 0.0875 0.0177 0.0139 diff --git a/data/labels/val/t_112.txt b/data/labels/val/t_112.txt new file mode 100644 index 0000000..e69de29 diff --git a/data/labels/val/t_120.txt b/data/labels/val/t_120.txt new file mode 100644 index 0000000..e69de29 diff --git a/data/labels/val/t_128.txt b/data/labels/val/t_128.txt new file mode 100644 index 0000000..e69de29 diff --git a/data/labels/val/t_136.txt b/data/labels/val/t_136.txt new file mode 100644 index 0000000..e69de29 diff --git a/data/labels/val/t_16.txt b/data/labels/val/t_16.txt new file mode 100644 index 0000000..4adcda0 --- /dev/null +++ b/data/labels/val/t_16.txt @@ -0,0 +1 @@ +0 0.0266 0.0500 0.0156 0.0111 diff --git a/data/labels/val/t_24.txt b/data/labels/val/t_24.txt new file mode 100644 index 0000000..cdfe6c6 --- /dev/null +++ b/data/labels/val/t_24.txt @@ -0,0 +1 @@ +0 0.0310 0.0324 0.0193 0.0148 diff --git a/data/labels/val/t_32.txt b/data/labels/val/t_32.txt new file mode 100644 index 0000000..06fbdd3 --- /dev/null +++ b/data/labels/val/t_32.txt @@ -0,0 +1 @@ +0 0.0349 0.0431 0.0167 0.0176 diff --git a/data/labels/val/t_40.txt b/data/labels/val/t_40.txt new file mode 100644 index 0000000..0539ad7 --- /dev/null +++ b/data/labels/val/t_40.txt @@ -0,0 +1 @@ +0 0.0391 0.0565 0.0167 0.0148 diff --git a/data/labels/val/t_48.txt b/data/labels/val/t_48.txt new file mode 100644 index 0000000..fd47967 --- /dev/null +++ b/data/labels/val/t_48.txt @@ -0,0 +1 @@ +0 0.0406 0.0611 0.0167 0.0167 diff --git a/data/labels/val/t_56.txt b/data/labels/val/t_56.txt new file mode 100644 index 0000000..4a94210 --- /dev/null +++ b/data/labels/val/t_56.txt @@ -0,0 +1 @@ +0 0.0430 0.0690 0.0172 0.0157 diff --git a/data/labels/val/t_64.txt b/data/labels/val/t_64.txt new file mode 100644 index 0000000..3e56ff8 --- /dev/null +++ b/data/labels/val/t_64.txt @@ -0,0 +1 @@ +0 0.0427 0.0708 0.0167 0.0194 diff --git a/data/labels/val/t_72.txt b/data/labels/val/t_72.txt new file mode 100644 index 0000000..ff54c98 --- /dev/null +++ b/data/labels/val/t_72.txt @@ -0,0 +1 @@ +0 0.0406 0.0639 0.0177 0.0148 diff --git a/data/labels/val/t_8.txt b/data/labels/val/t_8.txt new file mode 100644 index 0000000..afeacd7 --- /dev/null +++ b/data/labels/val/t_8.txt @@ -0,0 +1 @@ +0 0.0232 0.0769 0.0182 0.0130 diff --git a/data/labels/val/t_80.txt b/data/labels/val/t_80.txt new file mode 100644 index 0000000..2beaeaa --- /dev/null +++ b/data/labels/val/t_80.txt @@ -0,0 +1 @@ +0 0.0401 0.0593 0.0167 0.0148 diff --git a/data/labels/val/t_88.txt b/data/labels/val/t_88.txt new file mode 100644 index 0000000..1a989be --- /dev/null +++ b/data/labels/val/t_88.txt @@ -0,0 +1 @@ +0 0.0349 0.0662 0.0177 0.0139 diff --git a/data/labels/val/t_96.txt b/data/labels/val/t_96.txt new file mode 100644 index 0000000..7bb7dbd --- /dev/null +++ b/data/labels/val/t_96.txt @@ -0,0 +1 @@ +0 0.0326 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64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +cutmix: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +cfg: null +tracker: botsort.yaml +save_dir: C:\workspace\le-yolo\runs\detect\train18 diff --git a/runs/detect/train18/labels.jpg b/runs/detect/train18/labels.jpg new file mode 100644 index 0000000..5293e5d Binary files /dev/null and b/runs/detect/train18/labels.jpg differ diff --git a/runs/detect/train18/results.csv b/runs/detect/train18/results.csv new file mode 100644 index 0000000..f8f9120 --- /dev/null +++ b/runs/detect/train18/results.csv @@ -0,0 +1,22 @@ +epoch,time,train/box_loss,train/cls_loss,train/dfl_loss,metrics/precision(B),metrics/recall(B),metrics/mAP50(B),metrics/mAP50-95(B),val/box_loss,val/cls_loss,val/dfl_loss,lr/pg0,lr/pg1,lr/pg2 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null +multi_scale: false +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +vid_stride: 1 +stream_buffer: false +visualize: false +augment: false +agnostic_nms: false +classes: null +retina_masks: false +embed: null +show: false +save_frames: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +show_boxes: true +line_width: null +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: true +opset: null +workspace: null +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +bgr: 0.0 +mosaic: 1.0 +mixup: 0.0 +cutmix: 0.0 +copy_paste: 0.0 +copy_paste_mode: flip +auto_augment: randaugment +erasing: 0.4 +cfg: null +tracker: botsort.yaml +save_dir: C:\workspace\le-yolo\runs\detect\train20 diff --git a/runs/detect/train20/labels.jpg b/runs/detect/train20/labels.jpg new file mode 100644 index 0000000..5293e5d Binary files /dev/null and b/runs/detect/train20/labels.jpg differ diff --git a/runs/detect/train20/results.csv b/runs/detect/train20/results.csv new file mode 100644 index 0000000..02c4a6d --- /dev/null +++ b/runs/detect/train20/results.csv @@ -0,0 +1,16 @@ +epoch,time,train/box_loss,train/cls_loss,train/dfl_loss,metrics/precision(B),metrics/recall(B),metrics/mAP50(B),metrics/mAP50-95(B),val/box_loss,val/cls_loss,val/dfl_loss,lr/pg0,lr/pg1,lr/pg2 +1,8.01561,2.69401,3.87095,1.3074,0.22183,0.30435,0.21003,0.09477,2.32664,3.49164,1.13331,6e-05,6e-05,6e-05 +2,15.2188,2.7505,3.69653,1.22448,0.32343,0.18775,0.20727,0.07881,2.35901,3.62648,1.14805,0.000139307,0.000139307,0.000139307 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b/runs/detect/train20/train_batch1.jpg differ diff --git a/runs/detect/train20/train_batch2.jpg b/runs/detect/train20/train_batch2.jpg new file mode 100644 index 0000000..f0aea55 Binary files /dev/null and b/runs/detect/train20/train_batch2.jpg differ diff --git a/runs/detect/train20/weights/best.pt b/runs/detect/train20/weights/best.pt new file mode 100644 index 0000000..c773b91 Binary files /dev/null and b/runs/detect/train20/weights/best.pt differ diff --git a/runs/detect/train20/weights/last.pt b/runs/detect/train20/weights/last.pt new file mode 100644 index 0000000..c18024d Binary files /dev/null and b/runs/detect/train20/weights/last.pt differ diff --git a/src/test.py b/src/test.py index 3a12790..4120c7c 100644 --- a/src/test.py +++ b/src/test.py @@ -1,3 +1,10 @@ from ultralytics import YOLO -model = YOLO(r"C:\workspace\le-yolo\runs\detect\train16\weights\best.pt") -results = model.predict("../res/1.mp4", show=True, save=True) \ No newline at end of file +model = YOLO(r"C:\workspace\le-yolo\runs\detect\train19\weights\best.pt") +results = model.predict("../res/1.mp4", show=True, save=True) +# import matplotlib.pyplot as plt +# plt.imshow(results[0].plot()) +# plt.show() +import cv2 +cv2.rectangle(results[0].plot(), (0, 0), (100, 100), (0, 0, 255), 2) +cv2.imshow("result", results[0].plot()) +cv2.waitKey(0) diff --git a/src/train.py b/src/train.py index 3b6af79..b222a86 100644 --- a/src/train.py +++ b/src/train.py @@ -1,5 +1,5 @@ from ultralytics import YOLO -model = YOLO("yolov8n.pt") +model = YOLO(r"C:\workspace\le-yolo\runs\detect\train19\weights\last.pt") model.train(data="data.yaml", epochs=200, batch=8, device='cpu') model.val() print('训练完成') \ No newline at end of file