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+yolov11/runs/train/yolo11m/results.png filter=lfs diff=lfs merge=lfs -text +yolov11/runs/train/yolo11m/train_batch0.jpg filter=lfs diff=lfs merge=lfs -text +yolov11/runs/train/yolo11m/R_curve.png filter=lfs diff=lfs merge=lfs -text +yolov11/runs/train/yolo11m/train_batch11590.jpg filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..375c69cf1b440a90aed9e31c00571e1e57da7412 --- /dev/null +++ b/README.md @@ -0,0 +1,39 @@ +--- +tags: + - object-detection + - pcb + - yolov11 + - rt-detr + - ultralytics +--- + +# PCB Object Detection Checkpoints + +PCB 缺陷目标检测训练结果与模型权重。 + +## 包含的训练结果 + +- RT-DETR：`rtdetr-AKConv` +- YOLOv11：`yolo11n`、`yolo11s`、`yolo11m`、`yolo11L`、`yolo11x` + +每个训练目录保留了训练配置、指标、可视化结果及 `weights` 下的模型权重。 + +## 目录结构 + +```text +rt-detr/runs/train/rtdetr-AKConv/ +yolov11/runs/train/yolo11n/ +yolov11/runs/train/yolo11s/ +yolov11/runs/train/yolo11m/ +yolov11/runs/train/yolo11L/ +yolov11/runs/train/yolo11x/ +``` + +权重文件包括 `best.pt`、`last.pt`，YOLOv11 目录还包含相应的 FP32 权重。 + +## 下载 + +```powershell +hf download jjhhjj/PCB_ObjectDetection --local-dir .\PCB_ObjectDetection +``` + diff --git a/rt-detr/runs/train/rtdetr-AKConv/args.yaml b/rt-detr/runs/train/rtdetr-AKConv/args.yaml new file mode 100644 index 0000000000000000000000000000000000000000..585da6f240868148c57ced53b0e6bf59196f7bfb --- /dev/null +++ b/rt-detr/runs/train/rtdetr-AKConv/args.yaml @@ -0,0 +1,98 @@ +task: detect +mode: train +model: ultralytics/cfg/models/rt-detr/rtdetr-AKConv.yaml +data: dataset/data.yaml +epochs: 200 +patience: 0 +batch: 4 +imgsz: 640 +save: true +save_period: -1 +cache: false +device: null +workers: 4 +project: runs/train +name: rtdetr-AKConv +exist_ok: false +pretrained: true +optimizer: AdamW +verbose: true +seed: 0 +deterministic: true +single_cls: false +rect: false +cos_lr: false +close_mosaic: 0 +resume: false +amp: false +fraction: 1.0 +profile: false +freeze: null +overlap_mask: true +mask_ratio: 4 +dropout: 0.0 +val: true +split: val +save_json: false +save_hybrid: false +conf: null +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: true +source: null +show: false +save_txt: false +save_conf: false +save_crop: false +show_labels: true +show_conf: true +vid_stride: 1 +stream_buffer: false +line_width: null +visualize: false +augment: false +agnostic_nms: false +classes: null +retina_masks: false +boxes: true +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: false +opset: null +workspace: 4 +nms: false +lr0: 0.0001 +lrf: 1.0 +momentum: 0.9 +weight_decay: 0.0001 +warmup_epochs: 2000 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +pose: 12.0 +kobj: 1.0 +label_smoothing: 0.0 +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 +mosaic: 0.0 +mixup: 0.0 +copy_paste: 0.0 +cfg: null +tracker: botsort.yaml +save_dir: runs/train/rtdetr-AKConv diff --git a/rt-detr/runs/train/rtdetr-AKConv/events.out.tfevents.1783577560.autodl-container-a5bf4fbe10-60a26fb3.2913.0 b/rt-detr/runs/train/rtdetr-AKConv/events.out.tfevents.1783577560.autodl-container-a5bf4fbe10-60a26fb3.2913.0 new file mode 100644 index 0000000000000000000000000000000000000000..5c5f93d8b6c1036f39d8f78fa30f1cb23e3f1b30 --- /dev/null +++ b/rt-detr/runs/train/rtdetr-AKConv/events.out.tfevents.1783577560.autodl-container-a5bf4fbe10-60a26fb3.2913.0 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:60497462d098ce7a83db76e04ca1635334d06be45d9083bc36a62697960f68c4 +size 3908517 diff --git a/rt-detr/runs/train/rtdetr-AKConv/results.csv b/rt-detr/runs/train/rtdetr-AKConv/results.csv new file mode 100644 index 0000000000000000000000000000000000000000..cb873c26f1c7d78d61b92ed476d379b383eebef5 --- /dev/null +++ b/rt-detr/runs/train/rtdetr-AKConv/results.csv @@ -0,0 +1,201 @@ + epoch, 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