feat: 초기 프로젝트 구조 추가

utils/ai/dataset/data.yaml

@@ -0,0 +1,9 @@
+names:
+- 스크래치
+- 이물
+- 흑점
+- 변형
+nc: 4
+path: e:\ANT\utils\ai\dataset
+train: images/train
+val: images/val

utils/ai/dataset/labels/train/스크린샷 2026-04-27 175231.txt

@@ -0,0 +1,2 @@
+0 0.227074 0.195219 0.401747 0.215139
+1 0.853712 0.252988 0.257642 0.330677

utils/ai/dataset/labels/train/스크린샷 2026-05-07 100837.txt

@@ -0,0 +1 @@
+0 0.318598 0.542781 0.472561 0.754011

utils/ai/dataset/labels/val/스크린샷 2026-04-27 175539.txt

@@ -0,0 +1 @@
+0 0.233974 0.409524 0.339744 0.590476

utils/ai/runs/train/args.yaml

@@ -0,0 +1,110 @@
+task: detect
+mode: train
+model: yolov8n.pt
+data: e:\ANT\utils\ai\dataset\data.yaml
+epochs: 5
+time: null
+patience: 100
+batch: 16
+imgsz: 640
+save: true
+save_period: -1
+cache: false
+device: null
+workers: 0
+project: e:\ANT\utils\ai\runs
+name: train
+exist_ok: true
+pretrained: true
+optimizer: auto
+verbose: true
+seed: 0
+deterministic: true
+single_cls: false
+rect: false
+cos_lr: false
+close_mosaic: 10
+resume: false
+amp: false
+fraction: 1.0
+profile: false
+freeze: null
+multi_scale: 0.0
+compile: 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: false
+end2end: null
+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
+cls_pw: 0.0
+dfl: 1.5
+pose: 12.0
+kobj: 1.0
+rle: 1.0
+angle: 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: E:\ANT\utils\ai\runs\train

utils/ai/runs/train/results.csv

@@ -0,0 +1,6 @@
+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
+1,0.455317,2.31474,4.08107,2.28289,0.02041,1,0.4975,0.04975,3.2799,4.23304,3.16176,0,0,0
+2,0.862726,2.30536,4.11057,2.05367,0.02041,1,0.4975,0.04975,3.26087,4.28545,3.03613,1.0025e-05,1.0025e-05,1.0025e-05
+3,1.1759,2.77566,3.95724,3.15328,0.02083,1,0.4975,0.04975,3.25368,4.2721,3.07091,1.51e-05,1.51e-05,1.51e-05
+4,1.48949,1.89878,3.81945,2.43286,0.02041,1,0.4975,0.04975,3.22409,4.21402,3.13953,1.5225e-05,1.5225e-05,1.5225e-05
+5,1.80265,2.28623,4.60095,2.64542,0.02,1,0.4975,0.04975,3.17688,4.12774,3.17531,1.04e-05,1.04e-05,1.04e-05