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detect +mode: train +model: yolov8n.pt +data: data.yaml +epochs: 200 +time: null +patience: 100 +batch: 8 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: cpu +workers: 8 +project: null +name: train17 +exist_ok: false +pretrained: true +optimizer: auto +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +amp: true +fraction: 1.0 +profile: false +freeze: 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\train17 diff --git a/runs/detect/train17/labels.jpg b/runs/detect/train17/labels.jpg new file mode 100644 index 0000000..5293e5d Binary files /dev/null and b/runs/detect/train17/labels.jpg differ diff --git a/runs/detect/train17/results.csv b/runs/detect/train17/results.csv new file mode 100644 index 0000000..3e4541a --- /dev/null +++ b/runs/detect/train17/results.csv @@ -0,0 +1,11 @@ +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 +1,6.67757,3.41272,37.2256,2.01665,0,0,0,0,4.2041,8.06057,2.58386,6e-05,6e-05,6e-05 +2,12.5336,3.27761,33.1783,2.20473,0,0,0,0,2.56033,8.53504,1.93074,0.000139307,0.000139307,0.000139307 +3,18.7343,2.74757,31.0758,1.49544,0,0,0,0,2.96839,7.66473,2.03012,0.000217822,0.000217822,0.000217822 +4,25.6422,3.44972,18.4159,2.02705,0,0,0,0,3.26736,7.65502,2.15388,0.000295545,0.000295545,0.000295545 +5,32.6041,2.69962,37.0182,1.43514,0,0,0,0,3.74408,8.39783,2.37401,0.000372476,0.000372476,0.000372476 +6,39.2909,3.50874,22.7099,1.76584,0,0,0,0,4.09483,9.41836,2.60875,0.000448615,0.000448615,0.000448615 +7,45.999,3.46468,21.5369,1.78773,0,0,0,0,4.37917,10.7141,3.12062,0.000523962,0.000523962,0.000523962 +8,52.4319,3.30664,18.5804,1.6821,0,0,0,0,4.47329,13.4159,3.74995,0.000598517,0.000598517,0.000598517 +9,59.1523,2.21643,27.0262,1.19613,0,0,0,0,6.53216,16.1783,7.59617,0.00067228,0.00067228,0.00067228 +10,65.9499,4.07007,24.105,1.93188,0,0,0,0,5.4014,12.0196,3.76315,0.000745251,0.000745251,0.000745251 diff --git a/runs/detect/train17/train_batch0.jpg b/runs/detect/train17/train_batch0.jpg new file mode 100644 index 0000000..1a5ecb9 Binary files /dev/null and b/runs/detect/train17/train_batch0.jpg differ diff --git a/runs/detect/train17/train_batch1.jpg b/runs/detect/train17/train_batch1.jpg new file mode 100644 index 0000000..fabd001 Binary files /dev/null and b/runs/detect/train17/train_batch1.jpg differ diff --git a/runs/detect/train17/train_batch2.jpg b/runs/detect/train17/train_batch2.jpg new file mode 100644 index 0000000..0bdd78f Binary files /dev/null and b/runs/detect/train17/train_batch2.jpg differ diff --git a/runs/detect/train17/weights/best.pt b/runs/detect/train17/weights/best.pt new file mode 100644 index 0000000..fef065a Binary files /dev/null and b/runs/detect/train17/weights/best.pt differ diff --git a/runs/detect/train17/weights/last.pt b/runs/detect/train17/weights/last.pt new file mode 100644 index 0000000..fef065a Binary files /dev/null and b/runs/detect/train17/weights/last.pt differ diff --git a/src/data.py b/src/data.py new file mode 100644 index 0000000..e69de29 diff --git a/src/data.yaml b/src/data.yaml index 3ef2da6..bfcd392 100644 --- a/src/data.yaml +++ b/src/data.yaml @@ -1,5 +1,6 @@ path: C:\workspace\le-yolo\data train: images/train val: images/val +test: images/test nc: 1 names: [ 'person' ] \ No newline at end of file diff --git a/src/test.py b/src/test.py index ecf7938..3a12790 100644 --- a/src/test.py +++ b/src/test.py @@ -1,3 +1,3 @@ from ultralytics import YOLO -model = YOLO(r"C:\workspace\le-yolo\runs\detect\train9\weights\best.pt") -results = model.predict("../res/2.mp4", show=True, save=True) \ No newline at end of file +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 diff --git a/src/train.py b/src/train.py index c4d51d4..3b6af79 100644 --- a/src/train.py +++ b/src/train.py @@ -1,4 +1,5 @@ from ultralytics import YOLO model = YOLO("yolov8n.pt") -model.train(data="data.yaml", epochs=100, batch=3, device='cpu') +model.train(data="data.yaml", epochs=200, batch=8, device='cpu') +model.val() print('训练完成') \ No newline at end of file diff --git a/src/video.py b/src/video.py new file mode 100644 index 0000000..dbfeffa --- /dev/null +++ b/src/video.py @@ -0,0 +1,16 @@ +import cv2 +videopath = 'C:/workspace/le-yolo/res/1.mp4' +video = cv2.VideoCapture(videopath) +num = 0 +if video.isOpened(): + ret, frame = video.read() +else: + ret = False +timeF = 8 +while ret: + ret, frame = video.read() + if num % timeF == 0: + cv2.imwrite('C:/workspace/le-yolo/data/images/train/t_' + str(num) + '.jpg', frame) + num = num + 1 + cv2.waitKey(1) +video.release() \ No newline at end of file